GraySoft
Projects Models About FAQ Contact Download guIDE โ†’

lmstudio-community/granite-embedding-107m-multilingual-gguf - Free GGUF Download is indexed on GraySoft with repository links, GGUF quant files, and Hugging Face metadata. This page helps you pick a local model for guIDE or other runtimes. See related models in the same shard below.

Model Intelligence Sheet

lmstudio-community/granite-embedding-107m-multilingual-gguf overview

๐Ÿ’ซ Community Model> granite embedding 107m multilingual by Ibm-Granite ๐Ÿ‘พ LM Studio Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on Discord. Model creator: ibm-granite Original model: granite-embedding-107m-multilingual GGUF quantization: provided by bartowski based on llama.cpp release b4381

gguflanguagegraniteembeddingsmultilingualtext-generationenarcsdeesfritjakonlptzhbase_model:ibm-granite/granite-embedding-107m-multilingualbase_model:quantized:ibm-granite/granite-embedding-107m-multilinguallicense:apache-2.0model-indexendpoints_compatibleregion:usfeature-extraction
lmstudio-community/granite-embedding-107m-multilingual-gguf visual
Downloads
186
Likes
2
Pipeline
text-generation
Library
โ€”
Visibility
Public
Access
Open

Repository Files & Downloads

4 files detected
Direct downloads for all repository files
FileTypeQuantizationSizeLink
granite-embedding-107m-multilingual-Q3_K_L.gguf GGUF Q3_K_L 111.09 MB Download
granite-embedding-107m-multilingual-Q4_K_M.gguf GGUF Q4_K_M 111.59 MB Download
granite-embedding-107m-multilingual-Q6_K.gguf GGUF Q6_K 114.60 MB Download
granite-embedding-107m-multilingual-Q8_0.gguf GGUF โ€” 115.41 MB Download

Model Details Live

Model Slug
lmstudio-community/granite-embedding-107m-multilingual-gguf
Author
lmstudio-community
Pipeline Task
text-generation
Library
โ€”
Created
2024-12-18
Last Modified
2024-12-23
Gated
No
Private
No
HF SHA
fe02f2818f3aefb661ec656cab3be19024e40acd
License
apache-2.0
Language
en, ar, cs, de, es, fr, it, ja, ko, nl, pt, zh
Base Model
name: ibm-granite/granite-embedding-107m-multilingual, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5, task:, type: ndcg_at_1, type: ndcg_at_10, type: ndcg_at_100, type: ndcg_at_1000, type: ndcg_at_20, type: ndcg_at_3, type: ndcg_at_5, type: recall_at_1, type: recall_at_10, type: recall_at_100, type: recall_at_1000, type: recall_at_20, type: recall_at_3, type: recall_at_5

Metadata Inspector

Normalized metadata (stored in metadata_json)
{
  "metadata": {},
  "card_data": {
    "quantized_by": "bartowski",
    "pipeline_tag": "text-generation",
    "language": [
      "en",
      "ar",
      "cs",
      "de",
      "es",
      "fr",
      "it",
      "ja",
      "ko",
      "nl",
      "pt",
      "zh"
    ],
    "tags": [
      "language",
      "granite",
      "embeddings",
      "multilingual"
    ],
    "license": "apache-2.0",
    "base_model": "ibm-granite/granite-embedding-107m-multilingual",
    "model-index": [
      {
        "name": "ibm-granite/granite-embedding-107m-multilingual",
        "results": [
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (en)",
              "type": "miracl/mmteb-miracl",
              "config": "en",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.41176,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.46682,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.54326,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.56567,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.50157,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.41197,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.42086,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.19322,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.57721,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.83256,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.95511,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.6757,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.37171,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.44695,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (ar)",
              "type": "miracl/mmteb-miracl",
              "config": "ar",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.55559,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.62541,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.67101,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.6805,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.64739,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.56439,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.59347,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.37009,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.73317,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.90066,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.96272,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.80205,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.56903,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.6518,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (bn)",
              "type": "miracl/mmteb-miracl",
              "config": "bn",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.56691,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.65484,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.70142,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.70994,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.67838,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.5988,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.62718,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.3605,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.76854,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.9285,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.97928,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.83667,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.61596,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.69766,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (de)",
              "type": "miracl/mmteb-miracl",
              "config": "de",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.41967,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.45141,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.53461,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.55463,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.49012,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.39486,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.41496,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.19494,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.53774,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.83314,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.95045,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.65659,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.3556,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.44448,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (es)",
              "type": "miracl/mmteb-miracl",
              "config": "es",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.54475,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.46593,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.58079,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.60656,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.51858,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.4578,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.44321,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.15966,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.49343,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.82684,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.95299,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.62367,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.2949,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.37983,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (fa)",
              "type": "miracl/mmteb-miracl",
              "config": "fa",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.36709,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.46961,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.53262,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.55024,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.49892,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.40235,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.42866,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.22735,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.59949,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.83867,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.95007,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.68947,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.41781,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.49374,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (fi)",
              "type": "miracl/mmteb-miracl",
              "config": "fi",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.59245,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.65551,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.6967,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.70521,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.67552,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.58876,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.61779,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.37669,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.76529,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.9156,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.96977,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.82685,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.60234,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.67135,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (fr)",
              "type": "miracl/mmteb-miracl",
              "config": "fr",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.38776,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.47589,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.54641,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.5629,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.51203,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.38924,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.42572,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.22082,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.61619,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.87237,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.97449,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.72689,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.39527,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.48983,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (hi)",
              "type": "miracl/mmteb-miracl",
              "config": "hi",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.33143,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.42084,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.48647,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.50712,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.45399,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.34988,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.37938,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.17852,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.55217,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.79929,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.93434,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.65231,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.33765,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.43828,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (id)",
              "type": "miracl/mmteb-miracl",
              "config": "id",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.43854,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.45459,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.53643,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.56052,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.48795,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.41041,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.42235,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.19193,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.5289,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.79649,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.92937,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.61813,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.35431,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.43348,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (ja)",
              "type": "miracl/mmteb-miracl",
              "config": "ja",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.53256,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.59922,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.65407,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.66484,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.62596,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.53717,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.56523,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.34555,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.71476,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.91152,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.97728,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.79811,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.53482,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.62327,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (ko)",
              "type": "miracl/mmteb-miracl",
              "config": "ko",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.5493,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.58413,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.64374,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.65655,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.61732,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.53068,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.55202,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.32602,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.68647,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.87746,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.95524,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.78089,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.49173,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.5827,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (ru)",
              "type": "miracl/mmteb-miracl",
              "config": "ru",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.43131,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.48262,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.56158,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.57929,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.52023,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.42808,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.44373,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.22018,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.58034,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.84074,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.93938,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.68603,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.39307,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.47077,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (sw)",
              "type": "miracl/mmteb-miracl",
              "config": "sw",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.50415,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.59111,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.64312,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.65089,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.61651,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.5304,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.56139,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.33267,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.72082,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.91377,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.96152,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.79943,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.5548,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.64302,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (te)",
              "type": "miracl/mmteb-miracl",
              "config": "te",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.64372,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.78175,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.79523,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.79774,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.78826,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.74856,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.77128,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.63688,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.90358,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.96558,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.9847,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.92834,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.81804,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.87198,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (th)",
              "type": "miracl/mmteb-miracl",
              "config": "th",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.65484,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.71774,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.75362,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.75898,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.73709,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.66199,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.68451,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.45911,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.82619,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.95515,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.98854,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.88447,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.67437,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.73786,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (yo)",
              "type": "miracl/mmteb-miracl",
              "config": "yo",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.46218,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.64685,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.66941,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.67361,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.65548,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.57609,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.62021,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.42787,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.82913,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.93277,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.96499,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.85994,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.65406,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.7542,
                "verified": false
              }
            ]
          },
          {
            "task": {
              "type": "Retrieval"
            },
            "dataset": {
              "name": "Miracl (zh)",
              "type": "miracl/mmteb-miracl",
              "config": "zh",
              "split": "dev"
            },
            "metrics": [
              {
                "type": "ndcg_at_1",
                "value": 0.41985,
                "verified": false
              },
              {
                "type": "ndcg_at_10",
                "value": 0.4837,
                "verified": false
              },
              {
                "type": "ndcg_at_100",
                "value": 0.55961,
                "verified": false
              },
              {
                "type": "ndcg_at_1000",
                "value": 0.5762,
                "verified": false
              },
              {
                "type": "ndcg_at_20",
                "value": 0.51595,
                "verified": false
              },
              {
                "type": "ndcg_at_3",
                "value": 0.42094,
                "verified": false
              },
              {
                "type": "ndcg_at_5",
                "value": 0.44273,
                "verified": false
              },
              {
                "type": "recall_at_1",
                "value": 0.21446,
                "verified": false
              },
              {
                "type": "recall_at_10",
                "value": 0.59695,
                "verified": false
              },
              {
                "type": "recall_at_100",
                "value": 0.87388,
                "verified": false
              },
              {
                "type": "recall_at_1000",
                "value": 0.96833,
                "verified": false
              },
              {
                "type": "recall_at_20",
                "value": 0.69252,
                "verified": false
              },
              {
                "type": "recall_at_3",
                "value": 0.40377,
                "verified": false
              },
              {
                "type": "recall_at_5",
                "value": 0.4903,
                "verified": false
              }
            ]
          }
        ]
      }
    ],
    "frontmatter": {
      "quantized_by": "bartowski",
      "pipeline_tag": "text-generation",
      "language": [
        "en",
        "ar",
        "cs",
        "de",
        "es",
        "fr",
        "it",
        "ja",
        "ko",
        "nl",
        "pt",
        "zh"
      ],
      "tags": [
        "language",
        "granite",
        "embeddings",
        "multilingual"
      ],
      "license": "apache-2.0",
      "base_model": [
        "name: ibm-granite/granite-embedding-107m-multilingual",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5",
        "task:",
        "type: ndcg_at_1",
        "type: ndcg_at_10",
        "type: ndcg_at_100",
        "type: ndcg_at_1000",
        "type: ndcg_at_20",
        "type: ndcg_at_3",
        "type: ndcg_at_5",
        "type: recall_at_1",
        "type: recall_at_10",
        "type: recall_at_100",
        "type: recall_at_1000",
        "type: recall_at_20",
        "type: recall_at_3",
        "type: recall_at_5"
      ]
    },
    "hero_image_url": "",
    "summary": "## ๐Ÿ’ซ Community Model> granite embedding 107m multilingual by Ibm-Granite *๐Ÿ‘พ LM Studio Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on Discord*. **Model creator:** ibm-granite **Original model**: granite-embedding-107m-multilingual **GGUF quantization:** provided by bartowski based on llama.cpp release b4381",
    "quick_links": [],
    "benchmark_table_html": "",
    "readme_markdown": "---\nquantized_by: bartowski\npipeline_tag: text-generation\nlanguage:\n- en\n- ar\n- cs\n- de\n- es\n- fr\n- it\n- ja\n- ko\n- nl\n- pt\n- zh\ntags:\n- language\n- granite\n- embeddings\n- multilingual\nlicense: apache-2.0\nbase_model: ibm-granite/granite-embedding-107m-multilingual\nmodel-index:\n- name: ibm-granite/granite-embedding-107m-multilingual\n  results:\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (en)\n      type: miracl/mmteb-miracl\n      config: en\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.41176\n    - type: ndcg_at_10\n      value: 0.46682\n    - type: ndcg_at_100\n      value: 0.54326\n    - type: ndcg_at_1000\n      value: 0.56567\n    - type: ndcg_at_20\n      value: 0.50157\n    - type: ndcg_at_3\n      value: 0.41197\n    - type: ndcg_at_5\n      value: 0.42086\n    - type: recall_at_1\n      value: 0.19322\n    - type: recall_at_10\n      value: 0.57721\n    - type: recall_at_100\n      value: 0.83256\n    - type: recall_at_1000\n      value: 0.95511\n    - type: recall_at_20\n      value: 0.6757\n    - type: recall_at_3\n      value: 0.37171\n    - type: recall_at_5\n      value: 0.44695\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (ar)\n      type: miracl/mmteb-miracl\n      config: ar\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.55559\n    - type: ndcg_at_10\n      value: 0.62541\n    - type: ndcg_at_100\n      value: 0.67101\n    - type: ndcg_at_1000\n      value: 0.6805\n    - type: ndcg_at_20\n      value: 0.64739\n    - type: ndcg_at_3\n      value: 0.56439\n    - type: ndcg_at_5\n      value: 0.59347\n    - type: recall_at_1\n      value: 0.37009\n    - type: recall_at_10\n      value: 0.73317\n    - type: recall_at_100\n      value: 0.90066\n    - type: recall_at_1000\n      value: 0.96272\n    - type: recall_at_20\n      value: 0.80205\n    - type: recall_at_3\n      value: 0.56903\n    - type: recall_at_5\n      value: 0.6518\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (bn)\n      type: miracl/mmteb-miracl\n      config: bn\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.56691\n    - type: ndcg_at_10\n      value: 0.65484\n    - type: ndcg_at_100\n      value: 0.70142\n    - type: ndcg_at_1000\n      value: 0.70994\n    - type: ndcg_at_20\n      value: 0.67838\n    - type: ndcg_at_3\n      value: 0.5988\n    - type: ndcg_at_5\n      value: 0.62718\n    - type: recall_at_1\n      value: 0.3605\n    - type: recall_at_10\n      value: 0.76854\n    - type: recall_at_100\n      value: 0.9285\n    - type: recall_at_1000\n      value: 0.97928\n    - type: recall_at_20\n      value: 0.83667\n    - type: recall_at_3\n      value: 0.61596\n    - type: recall_at_5\n      value: 0.69766\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (de)\n      type: miracl/mmteb-miracl\n      config: de\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.41967\n    - type: ndcg_at_10\n      value: 0.45141\n    - type: ndcg_at_100\n      value: 0.53461\n    - type: ndcg_at_1000\n      value: 0.55463\n    - type: ndcg_at_20\n      value: 0.49012\n    - type: ndcg_at_3\n      value: 0.39486\n    - type: ndcg_at_5\n      value: 0.41496\n    - type: recall_at_1\n      value: 0.19494\n    - type: recall_at_10\n      value: 0.53774\n    - type: recall_at_100\n      value: 0.83314\n    - type: recall_at_1000\n      value: 0.95045\n    - type: recall_at_20\n      value: 0.65659\n    - type: recall_at_3\n      value: 0.3556\n    - type: recall_at_5\n      value: 0.44448\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (es)\n      type: miracl/mmteb-miracl\n      config: es\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.54475\n    - type: ndcg_at_10\n      value: 0.46593\n    - type: ndcg_at_100\n      value: 0.58079\n    - type: ndcg_at_1000\n      value: 0.60656\n    - type: ndcg_at_20\n      value: 0.51858\n    - type: ndcg_at_3\n      value: 0.4578\n    - type: ndcg_at_5\n      value: 0.44321\n    - type: recall_at_1\n      value: 0.15966\n    - type: recall_at_10\n      value: 0.49343\n    - type: recall_at_100\n      value: 0.82684\n    - type: recall_at_1000\n      value: 0.95299\n    - type: recall_at_20\n      value: 0.62367\n    - type: recall_at_3\n      value: 0.2949\n    - type: recall_at_5\n      value: 0.37983\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (fa)\n      type: miracl/mmteb-miracl\n      config: fa\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.36709\n    - type: ndcg_at_10\n      value: 0.46961\n    - type: ndcg_at_100\n      value: 0.53262\n    - type: ndcg_at_1000\n      value: 0.55024\n    - type: ndcg_at_20\n      value: 0.49892\n    - type: ndcg_at_3\n      value: 0.40235\n    - type: ndcg_at_5\n      value: 0.42866\n    - type: recall_at_1\n      value: 0.22735\n    - type: recall_at_10\n      value: 0.59949\n    - type: recall_at_100\n      value: 0.83867\n    - type: recall_at_1000\n      value: 0.95007\n    - type: recall_at_20\n      value: 0.68947\n    - type: recall_at_3\n      value: 0.41781\n    - type: recall_at_5\n      value: 0.49374\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (fi)\n      type: miracl/mmteb-miracl\n      config: fi\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.59245\n    - type: ndcg_at_10\n      value: 0.65551\n    - type: ndcg_at_100\n      value: 0.6967\n    - type: ndcg_at_1000\n      value: 0.70521\n    - type: ndcg_at_20\n      value: 0.67552\n    - type: ndcg_at_3\n      value: 0.58876\n    - type: ndcg_at_5\n      value: 0.61779\n    - type: recall_at_1\n      value: 0.37669\n    - type: recall_at_10\n      value: 0.76529\n    - type: recall_at_100\n      value: 0.9156\n    - type: recall_at_1000\n      value: 0.96977\n    - type: recall_at_20\n      value: 0.82685\n    - type: recall_at_3\n      value: 0.60234\n    - type: recall_at_5\n      value: 0.67135\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (fr)\n      type: miracl/mmteb-miracl\n      config: fr\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.38776\n    - type: ndcg_at_10\n      value: 0.47589\n    - type: ndcg_at_100\n      value: 0.54641\n    - type: ndcg_at_1000\n      value: 0.5629\n    - type: ndcg_at_20\n      value: 0.51203\n    - type: ndcg_at_3\n      value: 0.38924\n    - type: ndcg_at_5\n      value: 0.42572\n    - type: recall_at_1\n      value: 0.22082\n    - type: recall_at_10\n      value: 0.61619\n    - type: recall_at_100\n      value: 0.87237\n    - type: recall_at_1000\n      value: 0.97449\n    - type: recall_at_20\n      value: 0.72689\n    - type: recall_at_3\n      value: 0.39527\n    - type: recall_at_5\n      value: 0.48983\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (hi)\n      type: miracl/mmteb-miracl\n      config: hi\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.33143\n    - type: ndcg_at_10\n      value: 0.42084\n    - type: ndcg_at_100\n      value: 0.48647\n    - type: ndcg_at_1000\n      value: 0.50712\n    - type: ndcg_at_20\n      value: 0.45399\n    - type: ndcg_at_3\n      value: 0.34988\n    - type: ndcg_at_5\n      value: 0.37938\n    - type: recall_at_1\n      value: 0.17852\n    - type: recall_at_10\n      value: 0.55217\n    - type: recall_at_100\n      value: 0.79929\n    - type: recall_at_1000\n      value: 0.93434\n    - type: recall_at_20\n      value: 0.65231\n    - type: recall_at_3\n      value: 0.33765\n    - type: recall_at_5\n      value: 0.43828\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (id)\n      type: miracl/mmteb-miracl\n      config: id\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.43854\n    - type: ndcg_at_10\n      value: 0.45459\n    - type: ndcg_at_100\n      value: 0.53643\n    - type: ndcg_at_1000\n      value: 0.56052\n    - type: ndcg_at_20\n      value: 0.48795\n    - type: ndcg_at_3\n      value: 0.41041\n    - type: ndcg_at_5\n      value: 0.42235\n    - type: recall_at_1\n      value: 0.19193\n    - type: recall_at_10\n      value: 0.5289\n    - type: recall_at_100\n      value: 0.79649\n    - type: recall_at_1000\n      value: 0.92937\n    - type: recall_at_20\n      value: 0.61813\n    - type: recall_at_3\n      value: 0.35431\n    - type: recall_at_5\n      value: 0.43348\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (ja)\n      type: miracl/mmteb-miracl\n      config: ja\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.53256\n    - type: ndcg_at_10\n      value: 0.59922\n    - type: ndcg_at_100\n      value: 0.65407\n    - type: ndcg_at_1000\n      value: 0.66484\n    - type: ndcg_at_20\n      value: 0.62596\n    - type: ndcg_at_3\n      value: 0.53717\n    - type: ndcg_at_5\n      value: 0.56523\n    - type: recall_at_1\n      value: 0.34555\n    - type: recall_at_10\n      value: 0.71476\n    - type: recall_at_100\n      value: 0.91152\n    - type: recall_at_1000\n      value: 0.97728\n    - type: recall_at_20\n      value: 0.79811\n    - type: recall_at_3\n      value: 0.53482\n    - type: recall_at_5\n      value: 0.62327\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (ko)\n      type: miracl/mmteb-miracl\n      config: ko\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.5493\n    - type: ndcg_at_10\n      value: 0.58413\n    - type: ndcg_at_100\n      value: 0.64374\n    - type: ndcg_at_1000\n      value: 0.65655\n    - type: ndcg_at_20\n      value: 0.61732\n    - type: ndcg_at_3\n      value: 0.53068\n    - type: ndcg_at_5\n      value: 0.55202\n    - type: recall_at_1\n      value: 0.32602\n    - type: recall_at_10\n      value: 0.68647\n    - type: recall_at_100\n      value: 0.87746\n    - type: recall_at_1000\n      value: 0.95524\n    - type: recall_at_20\n      value: 0.78089\n    - type: recall_at_3\n      value: 0.49173\n    - type: recall_at_5\n      value: 0.5827\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (ru)\n      type: miracl/mmteb-miracl\n      config: ru\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.43131\n    - type: ndcg_at_10\n      value: 0.48262\n    - type: ndcg_at_100\n      value: 0.56158\n    - type: ndcg_at_1000\n      value: 0.57929\n    - type: ndcg_at_20\n      value: 0.52023\n    - type: ndcg_at_3\n      value: 0.42808\n    - type: ndcg_at_5\n      value: 0.44373\n    - type: recall_at_1\n      value: 0.22018\n    - type: recall_at_10\n      value: 0.58034\n    - type: recall_at_100\n      value: 0.84074\n    - type: recall_at_1000\n      value: 0.93938\n    - type: recall_at_20\n      value: 0.68603\n    - type: recall_at_3\n      value: 0.39307\n    - type: recall_at_5\n      value: 0.47077\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (sw)\n      type: miracl/mmteb-miracl\n      config: sw\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.50415\n    - type: ndcg_at_10\n      value: 0.59111\n    - type: ndcg_at_100\n      value: 0.64312\n    - type: ndcg_at_1000\n      value: 0.65089\n    - type: ndcg_at_20\n      value: 0.61651\n    - type: ndcg_at_3\n      value: 0.5304\n    - type: ndcg_at_5\n      value: 0.56139\n    - type: recall_at_1\n      value: 0.33267\n    - type: recall_at_10\n      value: 0.72082\n    - type: recall_at_100\n      value: 0.91377\n    - type: recall_at_1000\n      value: 0.96152\n    - type: recall_at_20\n      value: 0.79943\n    - type: recall_at_3\n      value: 0.5548\n    - type: recall_at_5\n      value: 0.64302\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (te)\n      type: miracl/mmteb-miracl\n      config: te\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.64372\n    - type: ndcg_at_10\n      value: 0.78175\n    - type: ndcg_at_100\n      value: 0.79523\n    - type: ndcg_at_1000\n      value: 0.79774\n    - type: ndcg_at_20\n      value: 0.78826\n    - type: ndcg_at_3\n      value: 0.74856\n    - type: ndcg_at_5\n      value: 0.77128\n    - type: recall_at_1\n      value: 0.63688\n    - type: recall_at_10\n      value: 0.90358\n    - type: recall_at_100\n      value: 0.96558\n    - type: recall_at_1000\n      value: 0.9847\n    - type: recall_at_20\n      value: 0.92834\n    - type: recall_at_3\n      value: 0.81804\n    - type: recall_at_5\n      value: 0.87198\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (th)\n      type: miracl/mmteb-miracl\n      config: th\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.65484\n    - type: ndcg_at_10\n      value: 0.71774\n    - type: ndcg_at_100\n      value: 0.75362\n    - type: ndcg_at_1000\n      value: 0.75898\n    - type: ndcg_at_20\n      value: 0.73709\n    - type: ndcg_at_3\n      value: 0.66199\n    - type: ndcg_at_5\n      value: 0.68451\n    - type: recall_at_1\n      value: 0.45911\n    - type: recall_at_10\n      value: 0.82619\n    - type: recall_at_100\n      value: 0.95515\n    - type: recall_at_1000\n      value: 0.98854\n    - type: recall_at_20\n      value: 0.88447\n    - type: recall_at_3\n      value: 0.67437\n    - type: recall_at_5\n      value: 0.73786\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (yo)\n      type: miracl/mmteb-miracl\n      config: yo\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.46218\n    - type: ndcg_at_10\n      value: 0.64685\n    - type: ndcg_at_100\n      value: 0.66941\n    - type: ndcg_at_1000\n      value: 0.67361\n    - type: ndcg_at_20\n      value: 0.65548\n    - type: ndcg_at_3\n      value: 0.57609\n    - type: ndcg_at_5\n      value: 0.62021\n    - type: recall_at_1\n      value: 0.42787\n    - type: recall_at_10\n      value: 0.82913\n    - type: recall_at_100\n      value: 0.93277\n    - type: recall_at_1000\n      value: 0.96499\n    - type: recall_at_20\n      value: 0.85994\n    - type: recall_at_3\n      value: 0.65406\n    - type: recall_at_5\n      value: 0.7542\n  - task:\n      type: Retrieval\n    dataset:\n      name: Miracl (zh)\n      type: miracl/mmteb-miracl\n      config: zh\n      split: dev\n    metrics:\n    - type: ndcg_at_1\n      value: 0.41985\n    - type: ndcg_at_10\n      value: 0.4837\n    - type: ndcg_at_100\n      value: 0.55961\n    - type: ndcg_at_1000\n      value: 0.5762\n    - type: ndcg_at_20\n      value: 0.51595\n    - type: ndcg_at_3\n      value: 0.42094\n    - type: ndcg_at_5\n      value: 0.44273\n    - type: recall_at_1\n      value: 0.21446\n    - type: recall_at_10\n      value: 0.59695\n    - type: recall_at_100\n      value: 0.87388\n    - type: recall_at_1000\n      value: 0.96833\n    - type: recall_at_20\n      value: 0.69252\n    - type: recall_at_3\n      value: 0.40377\n    - type: recall_at_5\n      value: 0.4903\n---\n## ๐Ÿ’ซ Community Model> granite embedding 107m multilingual by Ibm-Granite\n\n*๐Ÿ‘พ [LM Studio](https://lmstudio.ai) Community models highlights program. Highlighting new & noteworthy models by the community. Join the conversation on [Discord](https://discord.gg/aPQfnNkxGC)*.\n\n**Model creator:** [ibm-granite](https://huggingface.co/ibm-granite)<br>\n**Original model**: [granite-embedding-107m-multilingual](https://huggingface.co/ibm-granite/granite-embedding-107m-multilingual)<br>\n**GGUF quantization:** provided by [bartowski](https://huggingface.co/bartowski) based on `llama.cpp` release [b4381](https://github.com/ggerganov/llama.cpp/releases/tag/b4381)<br>\n\n## Technical Details\n\nEmbedding model with vector size 384\n\nMax length of 512 tokens\n\n107 million parameters for high quality fast embedding\n\nSupported Languages: English, German, Spanish, French, Japanese, Portuguese, Arabic, Czech, Italian, Korean, Dutch, and Chinese.\n\n## Special thanks\n\n๐Ÿ™ Special thanks to [Georgi Gerganov](https://github.com/ggerganov) and the whole team working on [llama.cpp](https://github.com/ggerganov/llama.cpp/) for making all of this possible.\n\n## Disclaimers\n\nLM Studio is not the creator, originator, or owner of any Model featured in the Community Model Program. Each Community Model is created and provided by third parties. LM Studio does not endorse, support, represent or guarantee the completeness, truthfulness, accuracy, or reliability of any Community Model.  You understand that Community Models can produce content that might be offensive, harmful, inaccurate or otherwise inappropriate, or deceptive. Each Community Model is the sole responsibility of the person or entity who originated such Model. LM Studio may not monitor or control the Community Models and cannot, and does not, take responsibility for any such Model. LM Studio disclaims all warranties or guarantees about the accuracy, reliability or benefits of the Community Models.  LM Studio further disclaims any warranty that the Community Model will meet your requirements, be secure, uninterrupted or available at any time or location, or error-free, viruses-free, or that any errors will be corrected, or otherwise. You will be solely responsible for any damage resulting from your use of or access to the Community Models, your downloading of any Community Model, or use of any other Community Model provided by or through LM Studio.\n",
    "related_quantizations": []
  },
  "tags": [
    "gguf",
    "language",
    "granite",
    "embeddings",
    "multilingual",
    "text-generation",
    "en",
    "ar",
    "cs",
    "de",
    "es",
    "fr",
    "it",
    "ja",
    "ko",
    "nl",
    "pt",
    "zh",
    "base_model:ibm-granite/granite-embedding-107m-multilingual",
    "base_model:quantized:ibm-granite/granite-embedding-107m-multilingual",
    "license:apache-2.0",
    "model-index",
    "endpoints_compatible",
    "region:us",
    "feature-extraction"
  ],
  "likes": 2,
  "downloads": 186,
  "gated": false,
  "private": false,
  "last_modified": "2024-12-23T04:59:41.000Z",
  "created_at": "2024-12-18T16:53:53.000Z",
  "pipeline_tag": "text-generation",
  "library_name": ""
}
Source payload excerpt (from Hugging Face API)
{
  "_id": "6762fe21cec46b2b62222814",
  "id": "lmstudio-community/granite-embedding-107m-multilingual-GGUF",
  "modelId": "lmstudio-community/granite-embedding-107m-multilingual-GGUF",
  "sha": "fe02f2818f3aefb661ec656cab3be19024e40acd",
  "createdAt": "2024-12-18T16:53:53.000Z",
  "lastModified": "2024-12-23T04:59:41.000Z",
  "author": "lmstudio-community",
  "downloads": 186,
  "likes": 2,
  "gated": false,
  "private": false,
  "pipeline_tag": "text-generation",
  "library_name": "",
  "siblings_count": 6
}