From 6f9cde7915ceae31c123eda9b5f1328967e6daf8 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 14 May 2026 18:02:42 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: SamilPwC-AXNode-GenAI/PwC-Embedding_expr Source: Original Platform --- .gitattributes | 36 ++++++++++++++++++++ 1_Pooling/config.json | 10 ++++++ README.md | 51 ++++++++++++++++++++++++++++ config.json | 27 +++++++++++++++ config_sentence_transformers.json | 14 ++++++++ model.safetensors | 3 ++ modules.json | 20 +++++++++++ sentence_bert_config.json | 4 +++ special_tokens_map.json | 51 ++++++++++++++++++++++++++++ tokenizer.json | 3 ++ tokenizer_config.json | 56 +++++++++++++++++++++++++++++++ 11 files changed, 275 insertions(+) create mode 100644 .gitattributes create mode 100755 1_Pooling/config.json create mode 100644 README.md create mode 100755 config.json create mode 100755 config_sentence_transformers.json create mode 100755 model.safetensors create mode 100755 modules.json create mode 100755 sentence_bert_config.json create mode 100755 special_tokens_map.json create mode 100755 tokenizer.json create mode 100755 tokenizer_config.json diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model 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merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/1_Pooling/config.json b/1_Pooling/config.json new file mode 100755 index 0000000..3f060ee --- /dev/null +++ b/1_Pooling/config.json @@ -0,0 +1,10 @@ +{ + "word_embedding_dimension": 1024, + "pooling_mode_cls_token": false, + "pooling_mode_mean_tokens": true, + "pooling_mode_max_tokens": false, + "pooling_mode_mean_sqrt_len_tokens": false, + "pooling_mode_weightedmean_tokens": false, + "pooling_mode_lasttoken": false, + "include_prompt": true +} \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..f886705 --- /dev/null +++ b/README.md @@ -0,0 +1,51 @@ +--- +language: +- ko +license: apache-2.0 +tags: +- sentence-transformers +- sentence-similarity +- transformers +--- + +## PwC-Embedding-expr + +We trained the **PwC-Embedding-expr** model on top of the [multilingual-e5-large-instruct](https://huggingface.co/intfloat/multilingual-e5-large-instruct) embedding model. +To enhance performance in Korean, we applied our curated augmentation to STS datasets and fine-tuned the E5 model using a carefully balanced ratio across datasets. + +> ⚠️ This is an experimental model and is under continuous development. + +### To-do +- [x] MTEB Leaderboard +- [ ] Technical Report + + +## MTEB +PwC-Embedding_expr was evaluated on the Korean subset of MTEB. +A leaderboard link will be added once it is published. + +| Task | PwC-Embedding_expr | +|------------------|--------------------| +| KLUE-STS | 0.88 | +| KLUE-TC | 0.73 | +| Ko-StrategyQA | 0.80 | +| KorSTS | 0.84 | +| MIRACL-Reranking | 0.72 | +| MIRACL-Retrieval | 0.65 | +| **Average** | **0.77** | + + +## Model +- Base Model: [intfloat/multilingual-e5-large-instruct](https://huggingface.co/intfloat/multilingual-e5-large-instruct) +- Model Size: 0.56B +- Embedding Dimension: 1024 +- Max Input Tokens: 514 + + +## Requirements +It works with the dependencies included in the latest version of MTEB. + + +## Citation + +TBD (technical report expected September 2025) \ No newline at end of file diff --git a/config.json b/config.json new file mode 100755 index 0000000..8b52472 --- /dev/null +++ b/config.json @@ -0,0 +1,27 @@ +{ + "architectures": [ + "XLMRobertaModel" + ], + "attention_probs_dropout_prob": 0.1, + "bos_token_id": 0, + "classifier_dropout": null, + "eos_token_id": 2, + "hidden_act": "gelu", + "hidden_dropout_prob": 0.1, + "hidden_size": 1024, + "initializer_range": 0.02, + "intermediate_size": 4096, + "layer_norm_eps": 1e-05, + "max_position_embeddings": 514, + "model_type": "xlm-roberta", + "num_attention_heads": 16, + "num_hidden_layers": 24, + "output_past": true, + "pad_token_id": 1, + "position_embedding_type": "absolute", + "torch_dtype": "float32", + "transformers_version": "4.54.1", + "type_vocab_size": 1, + "use_cache": true, + "vocab_size": 250002 +} diff 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