model update

README.md

@@ -46,21 +46,6 @@ model-index:
     - name: MoverScore (Question Generation)
       type: moverscore_question_generation
       value: 64.99
-    - name: BLEU4 (Question & Answer Generation (with Gold Answer))
-      type: bleu4_question_answer_generation_with_gold_answer
-      value: 13.96
-    - name: ROUGE-L (Question & Answer Generation (with Gold Answer))
-      type: rouge_l_question_answer_generation_with_gold_answer
-      value: 42.37
-    - name: METEOR (Question & Answer Generation (with Gold Answer))
-      type: meteor_question_answer_generation_with_gold_answer
-      value: 40.22
-    - name: BERTScore (Question & Answer Generation (with Gold Answer))
-      type: bertscore_question_answer_generation_with_gold_answer
-      value: 94.63
-    - name: MoverScore (Question & Answer Generation (with Gold Answer))
-      type: moverscore_question_answer_generation_with_gold_answer
-      value: 69.72
     - name: QAAlignedF1Score-BERTScore (Question & Answer Generation (with Gold Answer)) [Gold Answer]
       type: qa_aligned_f1_score_bertscore_question_answer_generation_with_gold_answer_gold_answer
       value: 95.54
@@ -79,21 +64,6 @@ model-index:
     - name: QAAlignedPrecision-MoverScore (Question & Answer Generation (with Gold Answer)) [Gold Answer]
       type: qa_aligned_precision_moverscore_question_answer_generation_with_gold_answer_gold_answer
       value: 71.13
-    - name: BLEU4 (Question & Answer Generation)
-      type: bleu4_question_answer_generation
-      value: 3.95
-    - name: ROUGE-L (Question & Answer Generation)
-      type: rouge_l_question_answer_generation
-      value: 25.63
-    - name: METEOR (Question & Answer Generation)
-      type: meteor_question_answer_generation
-      value: 25.64
-    - name: BERTScore (Question & Answer Generation)
-      type: bertscore_question_answer_generation
-      value: 90.91
-    - name: MoverScore (Question & Answer Generation)
-      type: moverscore_question_answer_generation
-      value: 61.98
     - name: QAAlignedF1Score-BERTScore (Question & Answer Generation) [Gold Answer]
       type: qa_aligned_f1_score_bertscore_question_answer_generation_gold_answer
       value: 93.23
@@ -399,40 +369,24 @@ output = pipe("<hl> Beyonce <hl> further expanded her acting career, starring as
 
 |                                 |   Score | Type    | Dataset                                                        |
 |:--------------------------------|--------:|:--------|:---------------------------------------------------------------|
-| BERTScore                       |   94.63 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_1                          |   43.22 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_2                          |   29.09 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_3                          |   19.77 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_4                          |   13.96 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| METEOR                          |   40.22 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| MoverScore                      |   69.72 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedF1Score (BERTScore)    |   95.54 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedF1Score (MoverScore)   |   70.82 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedPrecision (BERTScore)  |   95.59 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedPrecision (MoverScore) |   71.13 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedRecall (BERTScore)     |   95.49 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedRecall (MoverScore)    |   70.54 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| ROUGE_L                         |   42.37 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 
 
 - ***Metric (Question & Answer Generation, Pipeline Approach)***: Each question is generated on the answer generated by [`lmqg/bart-large-squad-ae`](https://huggingface.co/lmqg/bart-large-squad-ae). [raw metric file](https://huggingface.co/lmqg/bart-large-squad-qg/raw/main/eval_pipeline/metric.first.answer.paragraph.questions_answers.lmqg_qg_squad.default.lmqg_bart-large-squad-ae.json)
 
 |                                 |   Score | Type    | Dataset                                                        |
 |:--------------------------------|--------:|:--------|:---------------------------------------------------------------|
-| BERTScore                       |   90.91 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_1                          |   26.04 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_2                          |   14.51 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_3                          |    7.13 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| Bleu_4                          |    3.95 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| METEOR                          |   25.64 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| MoverScore                      |   61.98 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedF1Score (BERTScore)    |   93.23 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedF1Score (MoverScore)   |   64.76 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedPrecision (BERTScore)  |   93.13 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedPrecision (MoverScore) |   64.98 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedRecall (BERTScore)     |   93.35 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 | QAAlignedRecall (MoverScore)    |   64.63 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
-| ROUGE_L                         |   25.63 | default | [lmqg/qg_squad](https://huggingface.co/datasets/lmqg/qg_squad) |
 
 
 - ***Metrics (Question Generation, Out-of-Domain)***