hindko-embeddings / eval /training.json
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Detailed model card: 25 benchmark charts, full eval metrics and training loss
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{
"runs": {
"r2-bgem3": {
"base": "BAAI/bge-m3",
"lr": 1.5e-05,
"epochs": 2,
"batch": 256,
"mini": 32,
"max_seq_length": 512,
"negatives": "on",
"block": 32,
"steps": 322,
"train_seconds": 1608.7,
"peak_gb": 25.564,
"gpu": "NVIDIA A100-SXM4-80GB"
},
"r2-e5b-plain": {
"base": "intfloat/multilingual-e5-base",
"lr": 3e-05,
"epochs": 2,
"batch": 256,
"mini": 64,
"max_seq_length": 512,
"negatives": "off",
"block": 0,
"steps": 322,
"train_seconds": 369.8,
"peak_gb": 17.084,
"gpu": "NVIDIA A100-SXM4-80GB"
},
"r2-e5b": {
"base": "intfloat/multilingual-e5-base",
"lr": 3e-05,
"epochs": 2,
"batch": 256,
"mini": 64,
"max_seq_length": 512,
"negatives": "on",
"block": 32,
"steps": 322,
"train_seconds": 548.6,
"peak_gb": 17.091,
"gpu": "NVIDIA A100-SXM4-80GB"
},
"r2-e5l": {
"base": "intfloat/multilingual-e5-large",
"lr": 2e-05,
"epochs": 2,
"batch": 256,
"mini": 32,
"max_seq_length": 512,
"negatives": "on",
"block": 32,
"steps": 322,
"train_seconds": 1620.1,
"peak_gb": 25.447,
"gpu": "NVIDIA A100-SXM4-80GB"
},
"r2-e5s": {
"base": "intfloat/multilingual-e5-small",
"lr": 5e-05,
"epochs": 2,
"batch": 256,
"mini": 128,
"max_seq_length": 512,
"negatives": "on",
"block": 32,
"steps": 322,
"train_seconds": 309.6,
"peak_gb": 14.999,
"gpu": "NVIDIA A100-SXM4-80GB"
}
},
"train_rows": {
"title": 4391,
"verse_ict": 2949,
"prose_q": 6939,
"continuation": 12904,
"neighbour": 14350,
"total": 41533
},
"common": {
"epochs": 2,
"batch_size": 256,
"warmup": "10% of steps, linear decay",
"weight_decay": 0.01,
"loss": "CachedMultipleNegativesRankingLoss(scale=20.0, mini_batch_size=mini)",
"seed": 20261001,
"prefixes_e5": {
"title, verse_ict, prose_q, continuation": [
"query: ",
"passage: "
],
"neighbour": [
"query: ",
"query: "
]
},
"mixed_precision": "bf16 on GPUs with compute capability >= 8 (A100)",
"saved_dtype": "float16"
},
"released": {
"name": "r2-e5l",
"weights": "1.12 GB (1,068 MiB) fp16"
}
}