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Papers (including subtopics)

Beyond Chains: Bridging Large Language Models and Knowledge Bases in Complex Question Answering AAAI 2026 Beyond Chunking: Discourse-Aware Hierarchical Retrieval for Long Document Question Answering ACL 2026 Beyond Detection: Evaluating Fallacy Awareness of LLMs in Interactive Scenarios ACL 2026 Beyond Detection: Exploring Evidence-based Multi-Agent Debate for Misinformation Intervention and Persuasion AAAI 2026 Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces AAAI 2026 Beyond Instruction Optimization: Multi-Agent Error-Driven Class Description Refinement for LLM-Based Classification ACL 2026 Beyond Length: Context-Aware Expansion and Independence as Developmentally Sensitive Evaluation in Child Utterances EACL 2026 Beyond Literal Mapping: Benchmarking and Improving Non-Literal Translation Evaluation ACL 2026 Beyond Many-Shot Translation: Scaling In-Context Demonstrations For Low-Resource Machine Translation EACL 2026 Beyond Monolingual Assumptions: A Survey on Code-Switched NLP in the Era of Large Language Models across Modalities ACL 2026 Beyond Multiple Choice: Verifiable OpenQA for Robust Vision-Language RFT CVPR 2026 Beyond Musical Descriptors: Extracting Preference-Bearing Intent in Music Queries EACL 2026 Beyond Names: How Grammatical Gender Markers Bias LLM-based Educational Recommendations EACL 2026 Beyond Next Token Probabilities: Learnable, Fast Detection of Hallucinations and Data Contamination on LLM Output Distributions AAAI 2026 Beyond "Not Novel Enough": Enriching Scholarly Critique with LLM-Assisted Feedback EACL 2026 Beyond Sampling: Self-Sorting for Long-Context Ranking EACL 2026 Beyond Single Representations: Multi-Model Embedding Fusion for Stable Text Classification ACL 2026 Beyond Single-View Detection: A Dual-Space Reasoning Framework for Interpretable Harmful Meme Understanding ACL 2026 Beyond Single Words: MWE Identification in Bioinformatics Research Articles and Dispersion Profiling Across IMRaD EACL 2026 Beyond Static Alignment: Adaptive Arbitration for Semantic Incongruence in Semi-Supervised Multimodal Sentiment Analysis ACL 2026 Beyond Static Artifacts: An Evolutionary Framework for Synthetic Claim Generation ACL 2026 Beyond Static Benchmarks: Synthesizing Harmful Content via Persona-based Simulation for Robust Evaluation ACL 2026 Beyond Static: Related Questions Retrieval Through Conversations in Community Question Answering AAAI 2026 Beyond the Crowd: LLM-Augmented Community Notes for Governing Health Misinformation ACL 2026 Beyond the Final Actor: Modeling the Dual Roles of Creator and Editor for Fine-Grained LLM-Generated Text Detection ACL 2026