← Text Summarization
Papers with Code · CC BY-SA 4.0

SAMSum

아카이브 평가 12건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
OmniVec2
ROUGE-1
59.1
ROUGE-2
34.1
ROUGE-L
63.7
BertScoreF1
65.1
OmniVec2 - A Novel Transformer based Network for Large Scale Multimodal and Multitask Learning
2024-01-01
연결 없음
InstructDS
ROUGE-1
55.3
ROUGE-2
31.3
ROUGE-L
46.7
BertScoreF1
55.5
Instructive Dialogue Summarization with Query Aggregations
2023-10-17
코드 1
MoCa
ROUGE-1
55.13
ROUGE-2
30.57
ROUGE-L
50.88
Momentum Calibration for Text Generation
2022-12-08
연결 없음
PEGASUS 2B + SliC
ROUGE-1
54.37
ROUGE-2
29.88
ROUGE-L
45.89
Calibrating Sequence likelihood Improves Conditional Language Generation
2022-09-30
연결 없음
ConDigSum
ROUGE-1
54.3
ROUGE-2
29.3
ROUGE-L
45.2
BertScoreF1
54
Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization
2021-09-10
코드 1
SICK
ROUGE-1
53.73
ROUGE-2
28.81
ROUGE-L
49.5
BertScoreF1
71.92
Mind the Gap! Injecting Commonsense Knowledge for Abstractive Dialogue Summarization
2022-09-02
코드 1
HAT-CNNDM
ROUGE-1
53.01
ROUGE-2
28.27
Hierarchical Learning for Generation with Long Source Sequences
2021-04-15
연결 없음
BART-Large
ROUGE-1
52.6
ROUGE-2
27
ROUGE-L
42.1
BertScoreF1
52.1
Topic-Aware Contrastive Learning for Abstractive Dialogue Summarization
2021-09-10
코드 1
CriSPO 3-shot
ROUGE-1
47.2
ROUGE-2
20.8
ROUGE-L
38.2
CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation
2024-10-03
코드 1
Mistral 7B + SigExt
ROUGE-1
44.1
ROUGE-L
33.9
Salient Information Prompting to Steer Content in Prompt-based Abstractive Summarization
2024-10-03
코드 1
HAT-CNNDM RL
ROUGE-L
48.84
Hierarchical Learning for Generation with Long Source Sequences
2021-04-15
연결 없음
GPT-4o (HPT)
ROUGE-L
30
Hierarchical Prompting Taxonomy: A Universal Evaluation Framework for Large Language Models Aligned with Human Cognitive Principles
2024-06-18
코드 1