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long-context reasoning

22 papers

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large language model (9) retrieval-augmented generation (4) question answering (3) multi-hop reasoning (2) synthetic data generation (2) chain-of-thought reasoning (2) few-shot learning (2) benchmark evaluation (2) tree mapreduce (1) hierarchical semantic parsing (1)

Papers

Beyond Fact Retrieval: Episodic Memory for RAG with Generative Semantic Workspaces AAAI 2026 CGMIS: Concept-Graph Based Multi-Hop Instructions Synthesis for Enhancing Long-Context Reasoning AAAI 2026 ComoRAG: A Cognitive-Inspired Memory-Organized RAG for Stateful Long Narrative Reasoning AAAI 2026 Evidence-Augmented Policy Optimization with Reward Co-Evolution for Long-Context Reasoning ACL 2026 Long-Context Reasoning Through Proxy-Based Chain-of-Thought Tuning ACL 2026 MixKVQ: Query-Aware Mixed-Precision KV Cache Quantization for Long-Context Reasoning ACL 2026 PPA-Plan: Proactive Pitfall Avoidance for Reliable Planning in Long-Context LLM Reasoning ACL 2026 Vista: Scene-Aware Optimization for Streaming Video Question Answering Under Post-Hoc Queries AAAI 2026 KIKIS at WMT 2025 General Translation Task EMNLP 2025 LCHAIM - Investigating Long Context Reasoning in Hebrew ACL 2025 LongFaith: Enhancing Long-Context Reasoning in LLMs with Faithful Synthetic Data ACL 2025 LongTableBench: Benchmarking Long-Context Table Reasoning across Real-World Formats and Domains EMNLP 2025 Lost in the Distance: Large Language Models Struggle to Capture Long-Distance Relational Knowledge NAACL 2025 Query-Focused Retrieval Heads Improve Long-Context Reasoning and Re-ranking EMNLP 2025 Scaling Instruction-tuned LLMs to Million-token Contexts via Hierarchical Synthetic Data Generation ICLR 2025 Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches NAACL 2025 ToM: Leveraging Tree-oriented MapReduce for Long-Context Reasoning in Large Language Models EMNLP 2025 AnaloBench: Benchmarking the Identification of Abstract and Long-context Analogies EMNLP 2024 DocFinQA: A Long-Context Financial Reasoning Dataset ACL 2024 Insights into LLM Long-Context Failures: When Transformers Know but Don’t Tell EMNLP 2024 InternVideo2: Scaling Foundation Models for Multimodal Video Understanding ECCV 2024 Losing Visual Needles in Image Haystacks: Vision Language Models are Easily Distracted in Short and Long Contexts EMNLP 2024