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73 papers

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large language model (13587) long context (121) positional encoding (182) language model (4599) attention mechanism (4001) retrieval-augmented generation (1592) question answering (2963) in-context learning (1405) length extrapolation (31) rotary position embedding (32)

Papers

Logic Haystacks: Probing LLMs’ Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding) EACL 2026
Exploring Fine-Tuning for In-Context Retrieval and Efficient KV-Caching in Long-Context Language Models EACL 2026
Glyph: Scaling Context Windows via Visual-Text Compression ACL 2026
ToolDreamer: Instilling LLM Reasoning Into Tool Retrievers EACL 2026
Scaling External Knowledge Input Beyond Context Windows of LLMs via Multi-Agent Collaboration ACL 2026
Situated Embedding Models for Context-Aware Dense Retrieval ACL 2026
Memory OS of AI Agent EMNLP 2025
The time scale of redundancy between prosody and linguistic context ACL 2025
SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025
Perception Compressor: A Training-Free Prompt Compression Framework in Long Context Scenarios NAACL 2025
Tree of Agents: Improving Long-Context Capabilities of Large Language Models through Multi-Perspective Reasoning EMNLP 2025
A Training-Free Length Extrapolation Approach for LLMs: Greedy Attention Logit Interpolation EMNLP 2025
Overlapping Context with Variable-Length Stride Increases Diversity when Training Large Language Model for Code ACL 2025
What is the Best Sequence Length for BabyLM? EMNLP 2025
Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method ACL 2025
LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models ACL 2025
Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs AAAI 2025
Structured Packing in LLM Training Improves Long Context Utilization AAAI 2025
COVER: Context-Driven Over-Refusal Verification in LLMs ACL 2025
DCIS: Efficient Length Extrapolation of LLMs via Divide-and-Conquer Scaling Factor Search EMNLP 2025
QuickLLaMA: Query-aware Inference Acceleration for Large Language Models COLING 2025
Rethinking Long Context Generation from the Continual Learning Perspective COLING 2025
Positional Overload: Positional Debiasing and Context Window Extension for Large Language Models using Set Encoding ACL 2025
FAEDKV: Infinite-Window Fourier Transform for Unbiased KV Cache Compression EMNLP 2025
Benchmarking Long-Context Language Models on Long Code Understanding ACL 2025