Long-Form Narrative Summarization
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Benchmarks
Most implemented
BookSum: A Collection of Datasets for Long-form Narrative Summarization
Agent-as-Judge for Factual Summarization of Long Narratives
MovieSum: An Abstractive Summarization Dataset for Movie Screenplays
Select and Summarize: Scene Saliency for Movie Script Summarization
Papers
NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization
Summarizing long-form narratives--such as books, movies, and TV scripts--requires capturing intricate plotlines, character interactions, and thematic coherence, a task that remains challenging for existing LLMs. We intro…
DescriptiveFormLong-Form Narrative SummarizationAgent-as-Judge for Factual Summarization of Long Narratives
Large Language Models (LLMs) have demonstrated near-human performance in summarization tasks based on traditional metrics such as ROUGE and BERTScore. However, these metrics do not adequately capture critical aspects of …
Long-Form Narrative SummarizationEnd-to-End Long Document Summarization using Gradient Caching
Training transformer-based encoder-decoder models for long document summarization poses a significant challenge due to the quadratic memory consumption during training. Several approaches have been proposed to extend the…
DecoderDocument SummarizationLong-Form Narrative SummarizationMovieSum: An Abstractive Summarization Dataset for Movie Screenplays
Movie screenplay summarization is challenging, as it requires an understanding of long input contexts and various elements unique to movies. Large language models have shown significant advancements in document summariza…
Abstractive Text SummarizationDocument SummarizationLong-Form Narrative SummarizationChain of Agents: Large Language Models Collaborating on Long-Context Tasks
Addressing the challenge of effectively processing long contexts has become a critical issue for Large Language Models (LLMs). Two common strategies have emerged: 1) reducing the input length, such as retrieving relevant…
Code CompletionLong-Form Narrative SummarizationQuestion AnsweringRAG+1Select and Summarize: Scene Saliency for Movie Script Summarization
Abstractive summarization for long-form narrative texts such as movie scripts is challenging due to the computational and memory constraints of current language models. A movie script typically comprises a large number o…
Abstractive Text SummarizationLong-Form Narrative Summarization