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Papers
AI-Monitors at SemEval-2026 Task 4: A Hybrid Embedding and LLM Ensemble for Narrative Similarity
SemEval 2026
ConTexT at SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Stories through Narrative Understanding
SemEval 2026
LitVISTA: A Benchmark for Narrative Orchestration in Literary Text
ACL 2026
NarraBench: A Comprehensive Framework for Narrative Benchmarking
EACL 2026
Respecting Temporal-Causal Consistency: Entity-Event Knowledge Graph for Retrieval-Augmented Generation
EACL 2026
SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Stories through Narrative Understanding
SemEval 2026
SymbolicThought: Integrating Language Models and Symbolic Reasoning for Consistent and Interpretable Human Relationship Understanding
ACL 2026
The Tatort Test of Intelligence: Towards Narrative Comprehension as a Benchmark for AI
AAAI 2026
YNU-HPCC at SemEval-2026 Task 5: Rating Plausibility of Word Senses in Ambiguous Stories through Narrative Understanding
SemEval 2026
Adapting Large Language Models for Movie Domain with Narrative Understanding Tasks
CoNLL 2025
CHATTER: A character-attribution dataset for narrative understanding
NAACL 2025
ComicScene154: A Scene Dataset for Comic Analysis
EMNLP 2025
CR4-NarrEmote: An Open Vocabulary Dataset of Narrative Emotions Derived Using Citizen Science
EMNLP 2025
From Long Videos to Engaging Clips: A Human-Inspired Video Editing Framework with Multimodal Narrative Understanding
EMNLP 2025
How LLMs Comprehend Temporal Meaning in Narratives: A Case Study in Cognitive Evaluation of LLMs
ACL 2025
Learning to Play Like Humans: A Framework for LLM Adaptation in Interactive Fiction Games
ACL 2025
LiteraryQA: Towards Effective Evaluation of Long-document Narrative QA
EMNLP 2025
MLD-EA: Check and Complete Narrative Coherence by Introducing Emotions and Actions
COLING 2025
RolePlot: A Systematic Framework for Evaluating and Enhancing the Plot-Progression Capabilities of Role-Playing Agents
ACL 2025
SeriesBench: A Benchmark for Narrative-Driven Drama Series Understanding
CVPR 2025
Sparse Activation Editing for Reliable Instruction Following in Narratives
EMNLP 2025
TurnaboutLLM: A Deductive Reasoning Benchmark from Detective Games
EMNLP 2025
Annotating Mystery Novels: Guidelines and Adaptations
EMNLP 2024
BookWorm: A Dataset for Character Description and Analysis
EMNLP 2024
CHIRON: Rich Character Representations in Long-Form Narratives
EMNLP 2024