Spaces:
Running
Running
| [ | |
| { | |
| "model_name": "Alibaba-NLP/gte-multilingual-base", | |
| "model_url": "https://huggingface.co/Alibaba-NLP/gte-multilingual-base", | |
| "results": { | |
| "mteb_avg": 0.7337, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.8919, | |
| "NTREXBitextMining_test": 0.9495, | |
| "Tatoeba_test": 0.8041, | |
| "MassiveIntentClassification_test": 0.5091, | |
| "MassiveScenarioClassification_test": 0.5719, | |
| "SIB200Classification_test": 0.7549, | |
| "SIB200ClusteringS2S_test": 0.3677, | |
| "ArmenianParaphrasePC_test": 0.9453, | |
| "BelebeleRetrieval_test": 0.8093 | |
| }, | |
| "sts_spearman": 0.6869, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6815, | |
| "Spearman_correlation": 0.6869 | |
| }, | |
| "retrieval_top20": 0.8315, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.49, | |
| "top3 within document": 0.76, | |
| "top5 within document": 0.87, | |
| "top20 group mean macro": 0.923, | |
| "top20 all": 0.8315 | |
| }, | |
| "msmarco_top10": 0.7171, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5337, | |
| "retrieval_mrr": 0.4098, | |
| "retrieval_top5_accuracy": 0.6077, | |
| "retrieval_top10_accuracy": 0.7171 | |
| }, | |
| "retrieval_translit_top20": 0.2772, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.15, | |
| "top3 within document": 0.3, | |
| "top5 within document": 0.49, | |
| "top20 group mean macro": 0.5048, | |
| "top20 all": 0.2772 | |
| }, | |
| "msmarco_translit_top10": 0.2088, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.3808, | |
| "retrieval_mrr": 0.1007, | |
| "retrieval_top5_accuracy": 0.1566, | |
| "retrieval_top10_accuracy": 0.2088 | |
| } | |
| }, | |
| "model_size": "305M" | |
| }, | |
| { | |
| "model_name": "Qwen/Qwen3-Embedding-0.6B", | |
| "model_url": "https://huggingface.co/Qwen/Qwen3-Embedding-0.6B", | |
| "results": { | |
| "mteb_avg": 0.5241, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.14, | |
| "NTREXBitextMining_test": 0.7315, | |
| "Tatoeba_test": 0.4621, | |
| "MassiveIntentClassification_test": 0.468, | |
| "MassiveScenarioClassification_test": 0.5255, | |
| "SIB200Classification_test": 0.5196, | |
| "SIB200ClusteringS2S_test": 0.2077, | |
| "ArmenianParaphrasePC_test": 0.9292, | |
| "BelebeleRetrieval_test": 0.7332 | |
| }, | |
| "sts_spearman": 0.6532, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6502, | |
| "Spearman_correlation": 0.6532 | |
| }, | |
| "retrieval_top20": 0.5163, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.26, | |
| "top3 within document": 0.44, | |
| "top5 within document": 0.59, | |
| "top20 group mean macro": 0.704, | |
| "top20 all": 0.5163 | |
| }, | |
| "msmarco_top10": 0.6929, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5007, | |
| "retrieval_mrr": 0.3783, | |
| "retrieval_top5_accuracy": 0.5721, | |
| "retrieval_top10_accuracy": 0.6929 | |
| }, | |
| "retrieval_translit_top20": 0.1957, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.14, | |
| "top3 within document": 0.31, | |
| "top5 within document": 0.49, | |
| "top20 group mean macro": 0.4581, | |
| "top20 all": 0.1957 | |
| }, | |
| "msmarco_translit_top10": 0.2655, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.4071, | |
| "retrieval_mrr": 0.1283, | |
| "retrieval_top5_accuracy": 0.2006, | |
| "retrieval_top10_accuracy": 0.2655 | |
| } | |
| }, | |
| "model_size": "596M" | |
| }, | |
| { | |
| "model_name": "Qwen/Qwen3-Embedding-8B", | |
| "model_url": "https://huggingface.co/Qwen/Qwen3-Embedding-8B", | |
| "results": { | |
| "mteb_avg": 0.7538, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.4617, | |
| "NTREXBitextMining_test": 0.9633, | |
| "Tatoeba_test": 0.8796, | |
| "MassiveIntentClassification_test": 0.6594, | |
| "MassiveScenarioClassification_test": 0.6922, | |
| "SIB200Classification_test": 0.774, | |
| "SIB200ClusteringS2S_test": 0.4455, | |
| "ArmenianParaphrasePC_test": 0.9556, | |
| "BelebeleRetrieval_test": 0.953 | |
| }, | |
| "sts_spearman": 0.7338, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.7258, | |
| "Spearman_correlation": 0.7338 | |
| }, | |
| "retrieval_top20": 0.7011, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.36, | |
| "top3 within document": 0.59, | |
| "top5 within document": 0.69, | |
| "top20 group mean macro": 0.8125, | |
| "top20 all": 0.7011 | |
| }, | |
| "msmarco_top10": 0.838, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.542, | |
| "retrieval_mrr": 0.4638, | |
| "retrieval_top5_accuracy": 0.7051, | |
| "retrieval_top10_accuracy": 0.838 | |
| }, | |
| "retrieval_translit_top20": 0.2717, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.19, | |
| "top3 within document": 0.38, | |
| "top5 within document": 0.47, | |
| "top20 group mean macro": 0.446, | |
| "top20 all": 0.2717 | |
| }, | |
| "msmarco_translit_top10": 0.3182, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.3829, | |
| "retrieval_mrr": 0.1491, | |
| "retrieval_top5_accuracy": 0.2366, | |
| "retrieval_top10_accuracy": 0.3182 | |
| } | |
| }, | |
| "model_size": "7.6B" | |
| }, | |
| { | |
| "model_name": "Metric-AI/armenian-text-embeddings-1", | |
| "model_url": "https://huggingface.co/Metric-AI/armenian-text-embeddings-1", | |
| "results": { | |
| "mteb_avg": 0.6923, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.0589, | |
| "NTREXBitextMining_test": 0.9387, | |
| "Tatoeba_test": 0.904, | |
| "MassiveIntentClassification_test": 0.612, | |
| "MassiveScenarioClassification_test": 0.6608, | |
| "SIB200Classification_test": 0.7971, | |
| "SIB200ClusteringS2S_test": 0.4593, | |
| "ArmenianParaphrasePC_test": 0.9552, | |
| "BelebeleRetrieval_test": 0.8447 | |
| }, | |
| "sts_spearman": 0.7057, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6882, | |
| "Spearman_correlation": 0.7057 | |
| }, | |
| "retrieval_top20": 0.8261, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.4, | |
| "top3 within document": 0.78, | |
| "top5 within document": 0.82, | |
| "top20 group mean macro": 0.9475, | |
| "top20 all": 0.8261 | |
| }, | |
| "msmarco_top10": 0.7364, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5614, | |
| "retrieval_mrr": 0.4279, | |
| "retrieval_top5_accuracy": 0.6251, | |
| "retrieval_top10_accuracy": 0.7364 | |
| }, | |
| "retrieval_translit_top20": 0.1033, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.09, | |
| "top3 within document": 0.24, | |
| "top5 within document": 0.36, | |
| "top20 group mean macro": 0.3149, | |
| "top20 all": 0.1033 | |
| }, | |
| "msmarco_translit_top10": 0.1053, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.3532, | |
| "retrieval_mrr": 0.0516, | |
| "retrieval_top5_accuracy": 0.0776, | |
| "retrieval_top10_accuracy": 0.1053 | |
| } | |
| }, | |
| "model_size": "278M" | |
| }, | |
| { | |
| "model_name": "Qwen/Qwen3-Embedding-4B", | |
| "model_url": "https://huggingface.co/Qwen/Qwen3-Embedding-4B", | |
| "results": { | |
| "mteb_avg": 0.7039, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.3528, | |
| "NTREXBitextMining_test": 0.937, | |
| "Tatoeba_test": 0.8123, | |
| "MassiveIntentClassification_test": 0.611, | |
| "MassiveScenarioClassification_test": 0.6534, | |
| "SIB200Classification_test": 0.7426, | |
| "SIB200ClusteringS2S_test": 0.395, | |
| "ArmenianParaphrasePC_test": 0.9487, | |
| "BelebeleRetrieval_test": 0.8827 | |
| }, | |
| "sts_spearman": 0.7013, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6939, | |
| "Spearman_correlation": 0.7013 | |
| }, | |
| "retrieval_top20": 0.6848, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.35, | |
| "top3 within document": 0.63, | |
| "top5 within document": 0.74, | |
| "top20 group mean macro": 0.8291, | |
| "top20 all": 0.6848 | |
| }, | |
| "msmarco_top10": 0.8465, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5568, | |
| "retrieval_mrr": 0.4848, | |
| "retrieval_top5_accuracy": 0.7258, | |
| "retrieval_top10_accuracy": 0.8465 | |
| }, | |
| "retrieval_translit_top20": 0.337, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.15, | |
| "top3 within document": 0.44, | |
| "top5 within document": 0.6, | |
| "top20 group mean macro": 0.5185, | |
| "top20 all": 0.337 | |
| }, | |
| "msmarco_translit_top10": 0.3943, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.4203, | |
| "retrieval_mrr": 0.1926, | |
| "retrieval_top5_accuracy": 0.3002, | |
| "retrieval_top10_accuracy": 0.3943 | |
| } | |
| }, | |
| "model_size": "4.0B" | |
| }, | |
| { | |
| "model_name": "Metric-AI/armenian-text-embeddings-2-base", | |
| "model_url": "https://huggingface.co/Metric-AI/armenian-text-embeddings-2-base", | |
| "results": { | |
| "mteb_avg": 0.6903, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.1119, | |
| "NTREXBitextMining_test": 0.9626, | |
| "Tatoeba_test": 0.9221, | |
| "MassiveIntentClassification_test": 0.59, | |
| "MassiveScenarioClassification_test": 0.6393, | |
| "SIB200Classification_test": 0.7529, | |
| "SIB200ClusteringS2S_test": 0.3963, | |
| "ArmenianParaphrasePC_test": 0.9516, | |
| "BelebeleRetrieval_test": 0.8857 | |
| }, | |
| "sts_spearman": 0.7055, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6959, | |
| "Spearman_correlation": 0.7055 | |
| }, | |
| "retrieval_top20": 0.8587, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.51, | |
| "top3 within document": 0.75, | |
| "top5 within document": 0.86, | |
| "top20 group mean macro": 0.9538, | |
| "top20 all": 0.8587 | |
| }, | |
| "msmarco_top10": 0.8135, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.565, | |
| "retrieval_mrr": 0.4732, | |
| "retrieval_top5_accuracy": 0.7035, | |
| "retrieval_top10_accuracy": 0.8135 | |
| }, | |
| "retrieval_translit_top20": 0.288, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.13, | |
| "top3 within document": 0.33, | |
| "top5 within document": 0.45, | |
| "top20 group mean macro": 0.5038, | |
| "top20 all": 0.288 | |
| }, | |
| "msmarco_translit_top10": 0.2693, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.4308, | |
| "retrieval_mrr": 0.1371, | |
| "retrieval_top5_accuracy": 0.2082, | |
| "retrieval_top10_accuracy": 0.2693 | |
| } | |
| }, | |
| "model_size": "278M" | |
| }, | |
| { | |
| "model_name": "intfloat/multilingual-e5-large", | |
| "model_url": "https://huggingface.co/intfloat/multilingual-e5-large", | |
| "results": { | |
| "mteb_avg": 0.6678, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.2418, | |
| "NTREXBitextMining_test": 0.9719, | |
| "Tatoeba_test": 0.9279, | |
| "MassiveIntentClassification_test": 0.5499, | |
| "MassiveScenarioClassification_test": 0.5975, | |
| "SIB200Classification_test": 0.6676, | |
| "SIB200ClusteringS2S_test": 0.3292, | |
| "ArmenianParaphrasePC_test": 0.9541, | |
| "BelebeleRetrieval_test": 0.7704 | |
| }, | |
| "sts_spearman": 0.6973, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.689, | |
| "Spearman_correlation": 0.6973 | |
| }, | |
| "retrieval_top20": 0.7663, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.52, | |
| "top3 within document": 0.72, | |
| "top5 within document": 0.83, | |
| "top20 group mean macro": 0.8751, | |
| "top20 all": 0.7663 | |
| }, | |
| "msmarco_top10": 0.7298, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5609, | |
| "retrieval_mrr": 0.4306, | |
| "retrieval_top5_accuracy": 0.6282, | |
| "retrieval_top10_accuracy": 0.7298 | |
| }, | |
| "retrieval_translit_top20": 0.125, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.09, | |
| "top3 within document": 0.27, | |
| "top5 within document": 0.41, | |
| "top20 group mean macro": 0.3187, | |
| "top20 all": 0.125 | |
| }, | |
| "msmarco_translit_top10": 0.1202, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.3551, | |
| "retrieval_mrr": 0.0608, | |
| "retrieval_top5_accuracy": 0.0902, | |
| "retrieval_top10_accuracy": 0.1202 | |
| } | |
| }, | |
| "model_size": "560M" | |
| }, | |
| { | |
| "model_name": "Snowflake/snowflake-arctic-embed-m-v2.0", | |
| "model_url": "https://huggingface.co/Snowflake/snowflake-arctic-embed-m-v2.0", | |
| "results": { | |
| "mteb_avg": 0.594, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.0154, | |
| "NTREXBitextMining_test": 0.8091, | |
| "Tatoeba_test": 0.6328, | |
| "MassiveIntentClassification_test": 0.55, | |
| "MassiveScenarioClassification_test": 0.5947, | |
| "SIB200Classification_test": 0.6667, | |
| "SIB200ClusteringS2S_test": 0.3108, | |
| "ArmenianParaphrasePC_test": 0.9357, | |
| "BelebeleRetrieval_test": 0.8306 | |
| }, | |
| "sts_spearman": 0.6656, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.656, | |
| "Spearman_correlation": 0.6656 | |
| }, | |
| "retrieval_top20": 0.8533, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.56, | |
| "top3 within document": 0.79, | |
| "top5 within document": 0.88, | |
| "top20 group mean macro": 0.9381, | |
| "top20 all": 0.8533 | |
| }, | |
| "msmarco_top10": 0.7941, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.562, | |
| "retrieval_mrr": 0.4654, | |
| "retrieval_top5_accuracy": 0.6816, | |
| "retrieval_top10_accuracy": 0.7941 | |
| }, | |
| "retrieval_translit_top20": 0.1685, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.07, | |
| "top3 within document": 0.28, | |
| "top5 within document": 0.45, | |
| "top20 group mean macro": 0.4663, | |
| "top20 all": 0.1685 | |
| }, | |
| "msmarco_translit_top10": 0.1642, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.3896, | |
| "retrieval_mrr": 0.0859, | |
| "retrieval_top5_accuracy": 0.1316, | |
| "retrieval_top10_accuracy": 0.1642 | |
| } | |
| }, | |
| "model_size": "305M" | |
| }, | |
| { | |
| "model_name": "Snowflake/snowflake-arctic-embed-l-v2.0", | |
| "model_url": "https://huggingface.co/Snowflake/snowflake-arctic-embed-l-v2.0", | |
| "results": { | |
| "mteb_avg": 0.686, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.1367, | |
| "NTREXBitextMining_test": 0.9489, | |
| "Tatoeba_test": 0.8401, | |
| "MassiveIntentClassification_test": 0.6301, | |
| "MassiveScenarioClassification_test": 0.6703, | |
| "SIB200Classification_test": 0.7348, | |
| "SIB200ClusteringS2S_test": 0.3526, | |
| "ArmenianParaphrasePC_test": 0.9586, | |
| "BelebeleRetrieval_test": 0.9019 | |
| }, | |
| "sts_spearman": 0.702, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6835, | |
| "Spearman_correlation": 0.702 | |
| }, | |
| "retrieval_top20": 0.9239, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.61, | |
| "top3 within document": 0.89, | |
| "top5 within document": 0.93, | |
| "top20 group mean macro": 0.9647, | |
| "top20 all": 0.9239 | |
| }, | |
| "msmarco_top10": 0.8851, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.6179, | |
| "retrieval_mrr": 0.5533, | |
| "retrieval_top5_accuracy": 0.7888, | |
| "retrieval_top10_accuracy": 0.8851 | |
| }, | |
| "retrieval_translit_top20": 0.2446, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.18, | |
| "top3 within document": 0.33, | |
| "top5 within document": 0.56, | |
| "top20 group mean macro": 0.5177, | |
| "top20 all": 0.2446 | |
| }, | |
| "msmarco_translit_top10": 0.2405, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.4078, | |
| "retrieval_mrr": 0.1246, | |
| "retrieval_top5_accuracy": 0.1878, | |
| "retrieval_top10_accuracy": 0.2405 | |
| } | |
| }, | |
| "model_size": "568M" | |
| }, | |
| { | |
| "model_name": "intfloat/multilingual-e5-base", | |
| "model_url": "https://huggingface.co/intfloat/multilingual-e5-base", | |
| "results": { | |
| "mteb_avg": 0.6392, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.1184, | |
| "NTREXBitextMining_test": 0.9548, | |
| "Tatoeba_test": 0.9131, | |
| "MassiveIntentClassification_test": 0.5407, | |
| "MassiveScenarioClassification_test": 0.5835, | |
| "SIB200Classification_test": 0.6652, | |
| "SIB200ClusteringS2S_test": 0.3035, | |
| "ArmenianParaphrasePC_test": 0.9424, | |
| "BelebeleRetrieval_test": 0.731 | |
| }, | |
| "sts_spearman": 0.6726, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.6661, | |
| "Spearman_correlation": 0.6726 | |
| }, | |
| "retrieval_top20": 0.7446, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.48, | |
| "top3 within document": 0.68, | |
| "top5 within document": 0.77, | |
| "top20 group mean macro": 0.8643, | |
| "top20 all": 0.7446 | |
| }, | |
| "msmarco_top10": 0.606, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5435, | |
| "retrieval_mrr": 0.3474, | |
| "retrieval_top5_accuracy": 0.5078, | |
| "retrieval_top10_accuracy": 0.606 | |
| }, | |
| "retrieval_translit_top20": 0.087, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.02, | |
| "top3 within document": 0.19, | |
| "top5 within document": 0.34, | |
| "top20 group mean macro": 0.2976, | |
| "top20 all": 0.087 | |
| }, | |
| "msmarco_translit_top10": 0.0885, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.3493, | |
| "retrieval_mrr": 0.0434, | |
| "retrieval_top5_accuracy": 0.0658, | |
| "retrieval_top10_accuracy": 0.0885 | |
| } | |
| }, | |
| "model_size": "278M" | |
| }, | |
| { | |
| "model_name": "google/embeddinggemma-300m", | |
| "model_url": "https://huggingface.co/google/embeddinggemma-300m", | |
| "results": { | |
| "mteb_avg": 0.2529, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.0665, | |
| "NTREXBitextMining_test": 0.2256, | |
| "Tatoeba_test": 0.0727, | |
| "MassiveIntentClassification_test": 0.2161, | |
| "MassiveScenarioClassification_test": 0.2879, | |
| "SIB200Classification_test": 0.3127, | |
| "SIB200ClusteringS2S_test": 0.0492, | |
| "ArmenianParaphrasePC_test": 0.9126, | |
| "BelebeleRetrieval_test": 0.1329 | |
| }, | |
| "sts_spearman": 0.461, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.4555, | |
| "Spearman_correlation": 0.461 | |
| }, | |
| "retrieval_top20": 0.0326, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.07, | |
| "top3 within document": 0.21, | |
| "top5 within document": 0.39, | |
| "top20 group mean macro": 0.1787, | |
| "top20 all": 0.0326 | |
| }, | |
| "msmarco_top10": 0.0303, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.3294, | |
| "retrieval_mrr": 0.0164, | |
| "retrieval_top5_accuracy": 0.0223, | |
| "retrieval_top10_accuracy": 0.0303 | |
| }, | |
| "retrieval_translit_top20": 0.0, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.01, | |
| "top3 within document": 0.1, | |
| "top5 within document": 0.19, | |
| "top20 group mean macro": 0.0298, | |
| "top20 all": 0.0 | |
| }, | |
| "msmarco_translit_top10": 0.0051, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.2847, | |
| "retrieval_mrr": 0.0029, | |
| "retrieval_top5_accuracy": 0.0038, | |
| "retrieval_top10_accuracy": 0.0051 | |
| } | |
| }, | |
| "model_size": "303M" | |
| }, | |
| { | |
| "model_name": "Metric-AI/armenian-text-embeddings-2-large", | |
| "model_url": "https://huggingface.co/Metric-AI/armenian-text-embeddings-2-large", | |
| "results": { | |
| "mteb_avg": 0.7311, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.2859, | |
| "NTREXBitextMining_test": 0.9758, | |
| "Tatoeba_test": 0.9299, | |
| "MassiveIntentClassification_test": 0.6314, | |
| "MassiveScenarioClassification_test": 0.6852, | |
| "SIB200Classification_test": 0.7706, | |
| "SIB200ClusteringS2S_test": 0.4315, | |
| "ArmenianParaphrasePC_test": 0.9605, | |
| "BelebeleRetrieval_test": 0.9088 | |
| }, | |
| "sts_spearman": 0.7472, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.7401, | |
| "Spearman_correlation": 0.7472 | |
| }, | |
| "retrieval_top20": 0.8804, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.5, | |
| "top3 within document": 0.83, | |
| "top5 within document": 0.93, | |
| "top20 group mean macro": 0.9592, | |
| "top20 all": 0.8804 | |
| }, | |
| "msmarco_top10": 0.8627, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.563, | |
| "retrieval_mrr": 0.4961, | |
| "retrieval_top5_accuracy": 0.741, | |
| "retrieval_top10_accuracy": 0.8627 | |
| }, | |
| "retrieval_translit_top20": 0.462, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.21, | |
| "top3 within document": 0.54, | |
| "top5 within document": 0.69, | |
| "top20 group mean macro": 0.6623, | |
| "top20 all": 0.462 | |
| }, | |
| "msmarco_translit_top10": 0.4609, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.4607, | |
| "retrieval_mrr": 0.2335, | |
| "retrieval_top5_accuracy": 0.3606, | |
| "retrieval_top10_accuracy": 0.4609 | |
| } | |
| }, | |
| "model_size": "560M" | |
| }, | |
| { | |
| "model_name": "gemini/gemini-embedding-001", | |
| "model_url": "https://ai.google.dev/gemini-api/docs/embeddings", | |
| "results": { | |
| "mteb_avg": 0.8204, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.7182, | |
| "NTREXBitextMining_test": 0.9634, | |
| "Tatoeba_test": 0.9043, | |
| "MassiveIntentClassification_test": 0.7889, | |
| "MassiveScenarioClassification_test": 0.8452, | |
| "SIB200Classification_test": 0.7353, | |
| "SIB200ClusteringS2S_test": 0.5165, | |
| "ArmenianParaphrasePC_test": 0.9681, | |
| "BelebeleRetrieval_test": 0.9434 | |
| }, | |
| "sts_spearman": 0.7455, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.7124, | |
| "Spearman_correlation": 0.7455 | |
| }, | |
| "retrieval_top20": 0.663, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.36, | |
| "top3 within document": 0.54, | |
| "top5 within document": 0.63, | |
| "top20 group mean macro": 0.7533, | |
| "top20 all": 0.663 | |
| }, | |
| "msmarco_top10": 0.8662, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.5529, | |
| "retrieval_mrr": 0.4815, | |
| "retrieval_top5_accuracy": 0.7384, | |
| "retrieval_top10_accuracy": 0.8662 | |
| }, | |
| "retrieval_translit_top20": 0.3315, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.2, | |
| "top3 within document": 0.41, | |
| "top5 within document": 0.54, | |
| "top20 group mean macro": 0.5542, | |
| "top20 all": 0.3315 | |
| }, | |
| "msmarco_translit_top10": 0.4139, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.4335, | |
| "retrieval_mrr": 0.2017, | |
| "retrieval_top5_accuracy": 0.3204, | |
| "retrieval_top10_accuracy": 0.4139 | |
| } | |
| } | |
| }, | |
| { | |
| "model_name": "openai/text-embedding-3-large", | |
| "model_url": "https://developers.openai.com/api/docs/models/text-embedding-3-large", | |
| "results": { | |
| "mteb_avg": 0.2768, | |
| "mteb_detailed": { | |
| "FloresBitextMining_devtest": 0.1187, | |
| "NTREXBitextMining_test": 0.137, | |
| "Tatoeba_test": 0.0435, | |
| "MassiveIntentClassification_test": 0.3318, | |
| "MassiveScenarioClassification_test": 0.3813, | |
| "SIB200Classification_test": 0.2908, | |
| "SIB200ClusteringS2S_test": 0.066, | |
| "ArmenianParaphrasePC_test": 0.9121, | |
| "BelebeleRetrieval_test": 0.2104 | |
| }, | |
| "sts_spearman": 0.5106, | |
| "sts_detailed": { | |
| "Pearson_correlation": 0.5171, | |
| "Spearman_correlation": 0.5106 | |
| }, | |
| "retrieval_top20": 0.1467, | |
| "retrieval_detailed": { | |
| "top1 within document": 0.13, | |
| "top3 within document": 0.32, | |
| "top5 within document": 0.45, | |
| "top20 group mean macro": 0.3745, | |
| "top20 all": 0.1467 | |
| }, | |
| "msmarco_top10": 0.2518, | |
| "msmarco_detailed": { | |
| "reranking_mrr": 0.3848, | |
| "retrieval_mrr": 0.1223, | |
| "retrieval_top5_accuracy": 0.1889, | |
| "retrieval_top10_accuracy": 0.2518 | |
| }, | |
| "retrieval_translit_top20": 0.0435, | |
| "retrieval_translit_detailed": { | |
| "top1 within document": 0.06, | |
| "top3 within document": 0.15, | |
| "top5 within document": 0.25, | |
| "top20 group mean macro": 0.2355, | |
| "top20 all": 0.0435 | |
| }, | |
| "msmarco_translit_top10": 0.1328, | |
| "msmarco_translit_detailed": { | |
| "reranking_mrr": 0.343, | |
| "retrieval_mrr": 0.0592, | |
| "retrieval_top5_accuracy": 0.0959, | |
| "retrieval_top10_accuracy": 0.1328 | |
| } | |
| } | |
| } | |
| ] |