OpenCodePapers
long-form-narrative-summarization-on-mensa
Text Summarization
Long-Form Narrative Summarization
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
Show papers without code
Paper
Code
BERTScore (F1)
↕
ROUGE-1
↕
ROUGE-2
↕
ROUGE-L
↕
ModelName
ReleaseDate
↕
NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization
65.73
44.91
11.43
19.23
NexusSum (Mistral Large)
2025-05-30
End-to-End Long Document Summarization using Gradient Caching
64.6
CachED (BART Large)
2025-01-03
Agent-as-Judge for Factual Summarization of Long Narratives
✓ Link
60.22
31.31
8.81
18.62
Hierarchically Merging and Agent Refinement
2025-01-17
End-to-End Long Document Summarization using Gradient Caching
58.7
Unlimiformer (BART Base)
2025-01-03
End-to-End Long Document Summarization using Gradient Caching
58.3
SLED (BART Large)
2025-01-03
Select and Summarize: Scene Saliency for Movie Script Summarization
✓ Link
57.46
SELECT & SUMM (LED)
2024-04-04
Select and Summarize: Scene Saliency for Movie Script Summarization
✓ Link
56.34
Two-Stage Heuristic (LED Large)
2024-04-04
NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization
54.80
37.43
10.52
21.52
Zero-Shot (Mistral Large)
2025-05-30
End-to-End Long Document Summarization using Gradient Caching
52.8
Zero-Shot (GPT-4o)
2025-01-03
Select and Summarize: Scene Saliency for Movie Script Summarization
✓ Link
40.87
SUMM-N Multi Stage
2024-04-04