[ { "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 } } } ]