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---
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.
|