From b2141b1bda92b3093630db9c60e74f8817d923fb Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Thu, 14 May 2026 12:53:40 +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: sachinn1/xl-durel Source: Original Platform --- .gitattributes | 36 +++++++++++ 1_Pooling/config.json | 10 +++ README.md | 101 ++++++++++++++++++++++++++++++ config.json | 28 +++++++++ config_sentence_transformers.json | 7 +++ model.safetensors | 3 + modules.json | 14 +++++ sentence_bert_config.json | 4 ++ special_tokens_map.json | 15 +++++ tokenizer.json | 3 + tokenizer_config.json | 71 +++++++++++++++++++++ 11 files changed, 292 insertions(+) create mode 100644 .gitattributes create mode 100644 1_Pooling/config.json create mode 100644 README.md create mode 100644 config.json create mode 100644 config_sentence_transformers.json create mode 100644 model.safetensors create mode 100644 modules.json create mode 100644 sentence_bert_config.json create mode 100644 special_tokens_map.json create mode 100644 tokenizer.json create mode 100644 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 filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy 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diff=lfs merge=lfs -text diff --git a/1_Pooling/config.json b/1_Pooling/config.json new file mode 100644 index 0000000..b68441c --- /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..5c86be5 --- /dev/null +++ b/README.md @@ -0,0 +1,101 @@ +--- +language: en +license: mit +tags: + - sentence-transformers + - semantic-search + - ordinal-classification + - word-in-context + - multilingual +model-index: + - name: xl-durel + results: [] +--- + +# Model Background + +This model, **XL-DURel**, is trained on **ordinal WiC** data and it is optimized using [**AnglE Loss**](https://arxiv.org/abs/2309.12871) (Li & Li, 2023). + +For more details, see our paper: [XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classification](https://arxiv.org/pdf/2507.14578) + +# Reproducing Results + +To reproduce the results presented in the **XL-DURel** paper, please follow the instructions in our GitHub repository:[XL-DURel Reproduction Instructions](https://github.com/sachinn12/XL-DURel) + +## Usage + +The recommended way to use this model, including code examples for target word encoding, please see [xl-durel.ipynb](https://github.com/sachinn12/XL-DURel/blob/main/xl-durel.ipynb) in the [GitHub repository](https://github.com/sachinn12/XL-DURel). + + +## Simple Method + +The easiest way to use this model is with the [sentence-transformers](https://www.SBERT.net) library: + +``` +pip install -U sentence-transformers +``` + +Then you can use the model like this: + +```python +from sentence_transformers import SentenceTransformer +sentences = ["This is an example sentence", "Each sentence is converted"] + +model = SentenceTransformer("sachinn1/xl-durel") +embeddings = model.encode(sentences) +print(embeddings) +``` + +## Training +The model was trained with the parameters: + +**DataLoader**: + +`torch.utils.data.dataloader.DataLoader` of length 9369 with parameters: +``` +{'batch_size': 32, 'sampler': 'torch.utils.data.sampler.RandomSampler', 'batch_sampler': 'torch.utils.data.sampler.BatchSampler'} +``` + +**Loss**: + +`sentence_transformers.losses.AnglELoss.AnglELoss` with parameters: + ``` + {'scale': 20.0, 'similarity_fct': 'pairwise_angle_sim'} + ``` + +Parameters of the fit()-Method: +``` +{ + "epochs": 10, + "evaluation_steps": 2342, + "evaluator": "WordTransformer.EmbeddingSimilarityEvaluator.EmbeddingSimilarityEvaluator", + "max_grad_norm": 1, + "optimizer_class": "", + "optimizer_params": { + "lr": 1e-05 + }, + "scheduler": "WarmupLinear", + "steps_per_epoch": null, + "warmup_steps": 9369, + "weight_decay": 0.0 +} +``` + +## Citing & Authors +``` +@misc{yadav2025xldurelfinetuningsentencetransformers, + title={XL-DURel: Finetuning Sentence Transformers for Ordinal Word-in-Context Classification}, + author={Sachin Yadav and Dominik Schlechtweg}, + year={2025}, + eprint={2507.14578}, + archivePrefix={arXiv}, + primaryClass={cs.CL}, + url={https://arxiv.org/abs/2507.14578}, +} +``` + + + + + + \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..cda5520 --- /dev/null +++ b/config.json @@ -0,0 +1,28 @@ +{ + "_name_or_path": "xlm-roberta-large", + "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, + 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