|
--- |
|
language: |
|
- en |
|
license: cc-by-sa-4.0 |
|
size_categories: |
|
- n<1K |
|
task_categories: |
|
- summarization |
|
pretty_name: QAPyramid |
|
dataset_info: |
|
features: |
|
- name: example_id |
|
dtype: string |
|
- name: source |
|
dtype: string |
|
- name: reference |
|
dtype: string |
|
- name: QAs |
|
sequence: string |
|
- name: QA_labels |
|
struct: |
|
- name: bart |
|
sequence: int64 |
|
- name: pegasus |
|
sequence: int64 |
|
- name: brio |
|
sequence: int64 |
|
- name: brio-ext |
|
sequence: int64 |
|
- name: matchsum |
|
sequence: int64 |
|
- name: mixtral-8x22b-instruct-v0.1 |
|
sequence: int64 |
|
- name: llama-3-8b-instruct |
|
sequence: int64 |
|
- name: GPT4 |
|
sequence: int64 |
|
- name: llama-3-70b-instruct |
|
sequence: int64 |
|
- name: mixtral-8x7b-instruct-v0.1 |
|
sequence: int64 |
|
- name: system_outputs |
|
struct: |
|
- name: bart |
|
dtype: string |
|
- name: pegasus |
|
dtype: string |
|
- name: brio |
|
dtype: string |
|
- name: brio-ext |
|
dtype: string |
|
- name: matchsum |
|
dtype: string |
|
- name: mixtral-8x22b-instruct-v0.1 |
|
dtype: string |
|
- name: llama-3-8b-instruct |
|
dtype: string |
|
- name: GPT4 |
|
dtype: string |
|
- name: llama-3-70b-instruct |
|
dtype: string |
|
- name: mixtral-8x7b-instruct-v0.1 |
|
dtype: string |
|
- name: system_scores |
|
struct: |
|
- name: bart |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: ACU |
|
dtype: float64 |
|
- name: nACU |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: pegasus |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: ACU |
|
dtype: float64 |
|
- name: nACU |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: brio |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: ACU |
|
dtype: float64 |
|
- name: nACU |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: brio-ext |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: ACU |
|
dtype: float64 |
|
- name: nACU |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: matchsum |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: ACU |
|
dtype: float64 |
|
- name: nACU |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: mixtral-8x22b-instruct-v0.1 |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: llama-3-8b-instruct |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: GPT4 |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: llama-3-70b-instruct |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
- name: mixtral-8x7b-instruct-v0.1 |
|
struct: |
|
- name: QAPyramid |
|
dtype: float64 |
|
- name: nQAPyramid |
|
dtype: float64 |
|
- name: p_r |
|
dtype: float64 |
|
- name: p_l |
|
dtype: float64 |
|
- name: R1_recall |
|
dtype: float64 |
|
- name: R1_f1 |
|
dtype: float64 |
|
- name: R2_recall |
|
dtype: float64 |
|
- name: R2_f1 |
|
dtype: float64 |
|
- name: RL_recall |
|
dtype: float64 |
|
- name: RL_f1 |
|
dtype: float64 |
|
- name: BERTScore_recall |
|
dtype: float64 |
|
- name: BERTScore_f1 |
|
dtype: float64 |
|
- name: BARTScore |
|
dtype: float64 |
|
- name: Lite3Pyramid |
|
dtype: float64 |
|
- name: Lite2Pyramid_w_ACU |
|
dtype: float64 |
|
- name: AutoACU_recall |
|
dtype: float64 |
|
- name: AutoACU_f1 |
|
dtype: float64 |
|
- name: METEOR |
|
dtype: float64 |
|
- name: ChrF |
|
dtype: float64 |
|
- name: SemiAutoACU |
|
dtype: float64 |
|
- name: GEval |
|
dtype: int64 |
|
- name: AutoQAPyramid |
|
dtype: float64 |
|
- name: SemiAutoQAPyramid |
|
dtype: float64 |
|
- name: nAutoQAPyramid |
|
dtype: float64 |
|
- name: nSemiAutoQAPyramid |
|
dtype: float64 |
|
splits: |
|
- name: cnndm_test |
|
num_bytes: 4047060 |
|
num_examples: 500 |
|
download_size: 2016946 |
|
dataset_size: 4047060 |
|
configs: |
|
- config_name: default |
|
data_files: |
|
- split: cnndm_test |
|
path: data/cnndm_test-* |
|
tags: |
|
- news |
|
- cnndm |
|
--- |
|
|
|
# QAPyramid |
|
|
|
This repo contains the data from our paper "QAPyramid: Fine-grained Evaluation of Content Selection for Text Summarization". |
|
|
|
Please visit [here](https://github.com/ZhangShiyue/QAPyramid) for more details of this project. |
|
|
|
QAPyramid is built on top of 500 examples from the test set of the CNNDM English news summarization dataset. |
|
|
|
Humans (crowdsourced workers) decomposed each reference summary into QA pairs following the QA-SRL framework. |
|
|
|
On a 50-example subset, we get model-generated summaries from 10 summarization systems. 5 of them are models finetuned on the CNNDM training |
|
set (BART, PEGASUS, BRIO, BRIO-EXT, MatchSum), and the other 5 models are 1-shot LLMs |
|
(Llama-3-8b-instruct, Llama-3-70b-instruct, Mixtral-8*7b-instruct, Mixtral-8\*22b-instruct, GPT4). |
|
|
|
Humans (crowdsourced workers) labeled whether each QA pair is *present* (1) or *not present* (0) in the system summary. |
|
*present* means the meaning of the QA pair is covered or can be inferred from the system summary. |
|
|
|
System scores are the scores of each system summary for different metrics. |
|
|
