Elena Senger
commited on
Commit
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commit files to HF hub
Browse files- 1_Pooling/config.json +10 -0
- README.md +17 -0
- config.json +24 -0
- config_sentence_transformers.json +10 -0
- linear_transform_errors.json +1 -0
- matrix_T.npy +3 -0
- matrix_T_cross_cp.npy +3 -0
- matrix_T_cross_free.npy +3 -0
- matrix_T_decorte_esco.npy +3 -0
- matrix_T_mix.npy +3 -0
- matrix_T_n.npy +3 -0
- matrix_T_og.npy +3 -0
- model.safetensors +3 -0
- modules.json +20 -0
- optimizer.pt +3 -0
- rng_state.pth +3 -0
- scheduler.pt +3 -0
- scores.json +1 -0
- scores_data_cp_model_decorte.json +1 -0
- scores_data_free_model_decorte.json +1 -0
- scores_neural.json +1 -0
- scores_neural_rank_fusion.json +1 -0
- scores_neural_reranked30.json +1 -0
- scores_neural_skill_based.json +1 -0
- scores_rank_fusion.json +1 -0
- scores_reranked30.json +1 -0
- scores_skill_based.json +1 -0
- sentence_bert_config.json +4 -0
- special_tokens_map.json +51 -0
- tokenizer.json +0 -0
- tokenizer_config.json +72 -0
- trainer_state.json +0 -0
- training_args.bin +3 -0
- vector_transform_model.pth +3 -0
- vocab.txt +0 -0
1_Pooling/config.json
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{
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"word_embedding_dimension": 768,
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"pooling_mode_cls_token": false,
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"pooling_mode_mean_tokens": true,
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"pooling_mode_max_tokens": false,
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"pooling_mode_mean_sqrt_len_tokens": false,
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"pooling_mode_weightedmean_tokens": false,
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"pooling_mode_lasttoken": false,
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"include_prompt": true
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}
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README.md
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# career-path-representation-mpnet-decorte
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This is a fine-tuned version of [sentence-transformers/all-mpnet-base-v2](https://huggingface.co/sentence-transformers/all-mpnet-base-v2) on custom data.
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For fine-tuning details, preprocessing code, and how to use this model for career path prediction, visit our GitHub repository: https://github.com/elenasenger/karrierewege
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## Model Details
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- **Base Model**: `sentence-transformers/all-mpnet-base-v2`
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- **Fine-tuned on**: TechWolf/anonymous-working-histories
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- **Tasks**: Sentence Embeddings / Text Similarity
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- **License**: Apache-2.0
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## Usage
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```python
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from transformers import AutoModel, AutoTokenizer
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model = AutoModel.from_pretrained("ElenaSenger/career-path-representation-mpnet-decorte")
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tokenizer = AutoTokenizer.from_pretrained("ElenaSenger/career-path-representation-mpnet-decorte")
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config.json
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{
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"_name_or_path": "sentence-transformers/all-mpnet-base-v2",
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"architectures": [
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"MPNetModel"
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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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"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-05,
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"max_position_embeddings": 514,
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"model_type": "mpnet",
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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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"relative_attention_num_buckets": 32,
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"torch_dtype": "float32",
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"transformers_version": "4.41.2",
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"vocab_size": 30527
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}
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config_sentence_transformers.json
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{
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"__version__": {
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"sentence_transformers": "2.0.0",
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"transformers": "4.6.1",
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"pytorch": "1.8.1"
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},
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"prompts": {},
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"default_prompt_name": null,
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"similarity_fn_name": null
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}
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linear_transform_errors.json
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{"MSE": 0.613, "RMSE": 0.783}
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matrix_T.npy
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version https://git-lfs.github.com/spec/v1
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size 2359424
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matrix_T_cross_cp.npy
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size 2359424
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matrix_T_cross_free.npy
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version https://git-lfs.github.com/spec/v1
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matrix_T_decorte_esco.npy
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version https://git-lfs.github.com/spec/v1
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matrix_T_mix.npy
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version https://git-lfs.github.com/spec/v1
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matrix_T_n.npy
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version https://git-lfs.github.com/spec/v1
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matrix_T_og.npy
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model.safetensors
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version https://git-lfs.github.com/spec/v1
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size 437967672
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modules.json
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[
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{
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"idx": 0,
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"name": "0",
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"path": "",
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"type": "sentence_transformers.models.Transformer"
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},
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{
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"idx": 1,
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"name": "1",
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"path": "1_Pooling",
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"type": "sentence_transformers.models.Pooling"
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},
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{
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"idx": 2,
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"name": "2",
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"path": "2_Normalize",
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"type": "sentence_transformers.models.Normalize"
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}
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]
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optimizer.pt
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version https://git-lfs.github.com/spec/v1
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size 871331770
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rng_state.pth
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version https://git-lfs.github.com/spec/v1
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size 14244
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scheduler.pt
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version https://git-lfs.github.com/spec/v1
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size 1064
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scores.json
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{"MRR": 0.2528349710865516, "R@5": 0.341842397336293, "R@10": 0.41509433962264153}
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scores_data_cp_model_decorte.json
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{"MRR": 0.7816463522291275, "R@5": 0.8750261295428077, "R@10": 0.9099725266521337}
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scores_data_free_model_decorte.json
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{"MRR": 0.7378132220027048, "R@5": 0.8122721490348084, "R@10": 0.8437422626721423}
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scores_neural.json
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{"MRR": 0.24532786772257045, "R@5": 0.34476769431176724, "R@10": 0.41554494138080766}
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scores_neural_rank_fusion.json
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{"MRR": 0.26586553241642275, "R@5": 0.3864524533217542, "R@10": 0.45288753799392095}
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scores_neural_reranked30.json
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{"MRR": 0.19385869960671726, "R@5": 0.29396439426834564, "R@10": 0.39339991315675205}
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scores_neural_skill_based.json
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{"MRR": 0.2725025462881446, "R@5": 0.3708206686930091, "R@10": 0.44203213200173685}
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scores_rank_fusion.json
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{"MRR": 0.26293707481093864, "R@5": 0.3738601823708207, "R@10": 0.45115067303517153}
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scores_reranked30.json
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{"MRR": 0.18424115910162434, "R@5": 0.2839774207555363, "R@10": 0.3821102909248806}
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scores_skill_based.json
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{"MRR": 0.27219213765082034, "R@5": 0.3590968302214503, "R@10": 0.43595310464611375}
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sentence_bert_config.json
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{
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"max_seq_length": 384,
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"do_lower_case": false
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}
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special_tokens_map.json
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{
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},
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}
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}
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tokenizer.json
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tokenizer_config.json
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"lstrip": true,
|
46 |
+
"normalized": false,
|
47 |
+
"rstrip": false,
|
48 |
+
"single_word": false,
|
49 |
+
"special": true
|
50 |
+
}
|
51 |
+
},
|
52 |
+
"bos_token": "<s>",
|
53 |
+
"clean_up_tokenization_spaces": true,
|
54 |
+
"cls_token": "<s>",
|
55 |
+
"do_lower_case": true,
|
56 |
+
"eos_token": "</s>",
|
57 |
+
"mask_token": "<mask>",
|
58 |
+
"max_length": 128,
|
59 |
+
"model_max_length": 384,
|
60 |
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"pad_to_multiple_of": null,
|
61 |
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"pad_token": "<pad>",
|
62 |
+
"pad_token_type_id": 0,
|
63 |
+
"padding_side": "right",
|
64 |
+
"sep_token": "</s>",
|
65 |
+
"stride": 0,
|
66 |
+
"strip_accents": null,
|
67 |
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"tokenize_chinese_chars": true,
|
68 |
+
"tokenizer_class": "MPNetTokenizer",
|
69 |
+
"truncation_side": "right",
|
70 |
+
"truncation_strategy": "longest_first",
|
71 |
+
"unk_token": "[UNK]"
|
72 |
+
}
|
trainer_state.json
ADDED
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|
training_args.bin
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:b92979f5d3b38eae52c57de30066b321039f8da2ef421751651d3d6f07c7e984
|
3 |
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size 5432
|
vector_transform_model.pth
ADDED
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
1 |
+
version https://git-lfs.github.com/spec/v1
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2 |
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oid sha256:cc0fb14c3753637133ba10a31bc2f2cf15decdf4cc5ae8b0e10fd6b7435beb32
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3 |
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size 3153352
|
vocab.txt
ADDED
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|
|