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Model: kornwtp/ConGen-simcse-model-roberta-base-thai Source: Original Platform
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README.md
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---
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pipeline_tag: sentence-similarity
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license: apache-2.0
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tags:
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- sentence-transformers
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- feature-extraction
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- sentence-similarity
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- transformers
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---
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# kornwtp/ConGen-simcse-model-roberta-base-thai
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This is a [ConGen](https://github.com/KornWtp/ConGen) model: It maps sentences to a 768 dimensional dense vector space and can be used for tasks like semantic search.
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## Usage
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Using this model becomes easy when you have [ConGen](https://github.com/KornWtp/ConGen) installed:
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```
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pip install -U git+https://github.com/KornWtp/ConGen.git
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```
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Then you can use the model like this:
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```python
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from sentence_transformers import SentenceTransformer
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sentences = ["กลุ่มผู้ชายเล่นฟุตบอลบนชายหาด", "กลุ่มเด็กชายกำลังเล่นฟุตบอลบนชายหาด"]
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model = SentenceTransformer('kornwtp/ConGen-simcse-model-roberta-base-thai')
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embeddings = model.encode(sentences)
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print(embeddings)
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```
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## Evaluation Results
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For an automated evaluation of this model, see the *Thai Sentence Embeddings Benchmark*: [Semantic Textual Similarity](https://github.com/KornWtp/ConGen#thai-semantic-textual-similarity-benchmark)
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## Citing & Authors
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```bibtex
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@inproceedings{limkonchotiwat-etal-2022-congen,
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title = "{ConGen}: Unsupervised Control and Generalization Distillation For Sentence Representation",
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author = "Limkonchotiwat, Peerat and
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Ponwitayarat, Wuttikorn and
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Lowphansirikul, Lalita and
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Udomcharoenchaikit, Can and
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Chuangsuwanich, Ekapol and
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Nutanong, Sarana",
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booktitle = "Findings of the Association for Computational Linguistics: EMNLP 2022",
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year = "2022",
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publisher = "Association for Computational Linguistics",
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}
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```
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config.json
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config.json
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{
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"_name_or_path": "../../seeder-sbert/pretrain-models/wangchanberta-base-att-spm-uncased",
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"architectures": [
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"CamembertModel"
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],
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"attention_probs_dropout_prob": 0.1,
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"bos_token_id": 0,
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"eos_token_id": 2,
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"gradient_checkpointing": false,
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"hidden_act": "gelu",
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"hidden_dropout_prob": 0.1,
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"hidden_size": 768,
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"initializer_range": 0.02,
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"intermediate_size": 3072,
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"layer_norm_eps": 1e-12,
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"max_position_embeddings": 512,
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"model_type": "camembert",
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"num_attention_head": 12,
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"num_attention_heads": 12,
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"num_hidden_layers": 12,
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"pad_token_id": 1,
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"position_embedding_type": "absolute",
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"torch_dtype": "float32",
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"transformers_version": "4.9.0",
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"type_vocab_size": 1,
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"use_cache": true,
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"vocab_size": 25005
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}
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pytorch_model.bin
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version https://git-lfs.github.com/spec/v1
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oid sha256:afea29fbbd81463e32d3807d316b0d5a7459a0c03daa043aa86f458c9c1d8172
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size 421064183
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sentence_bert_config.json
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{
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"max_seq_length": 128,
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"do_lower_case": false
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}
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sentencepiece.bpe.model
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sentencepiece.bpe.model
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version https://git-lfs.github.com/spec/v1
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oid sha256:49c4ba4e495ddf31eb2fdba7fc6aef3c233091d25d35bc9d24694ccf48ae114c
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size 904693
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{"bos_token": "<s>", "eos_token": "</s>", "unk_token": "<unk>", "sep_token": "</s>", "pad_token": "<pad>", "cls_token": "<s>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true}, "additional_special_tokens": ["<s>NOTUSED", "</s>NOTUSED", "<_>"]}
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tokenizer.json
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{"bos_token": "<s>", "eos_token": "</s>", "sep_token": "</s>", "cls_token": "<s>", "unk_token": "<unk>", "pad_token": "<pad>", "mask_token": {"content": "<mask>", "single_word": false, "lstrip": true, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "additional_special_tokens": ["<s>NOTUSED", "</s>NOTUSED", "<_>"], "special_tokens_map_file": null, "name_or_path": "../../seeder-sbert/pretrain-models/wangchanberta-base-att-spm-uncased", "sp_model_kwargs": {}, "tokenizer_class": "CamembertTokenizer"}
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