| Paper | Code | BERTScore (F1) | ROUGE-1 | ROUGE-2 | ROUGE-L | ModelName | ReleaseDate |
|---|---|---|---|---|---|---|---|
| NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization | 63.53 | 44.91 | 11.43 | 19.23 | NexusSum (Mistral Large) | 2025-05-30 | |
| Agent-as-Judge for Factual Summarization of Long Narratives | ✓ Link | 59.32 | 31.31 | 8.81 | 18.62 | Hierarchically Merging and Agent Refinement | 2025-01-17 |
| MovieSum: An Abstractive Summarization Dataset for Movie Screenplays | ✓ Link | 58.92 | Description Only (LED) | 2024-08-12 | |||
| MovieSum: An Abstractive Summarization Dataset for Movie Screenplays | ✓ Link | 58.54 | Two-Stage Heuristic (LED Large) | 2024-08-12 | |||
| NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization | 55.50 | 39.22 | 10.53 | 22.55 | Zero-Shot (Mistral Large) | 2025-05-30 |