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