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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 Logic Haystacks: Probing LLMs’ Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding) 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 ToolDreamer: Instilling LLM Reasoning Into Tool Retrievers EACL 2026 100-LongBench: Are de facto Long-Context Benchmarks Literally Evaluating Long-Context Ability? ACL 2025 A Training-Free Length Extrapolation Approach for LLMs: Greedy Attention Logit Interpolation EMNLP 2025 Benchmarking Long-Context Language Models on Long Code Understanding ACL 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 Extending LLM Context Window with Adaptive Grouped Positional Encoding: A Training-Free Method ACL 2025 FAEDKV: Infinite-Window Fourier Transform for Unbiased KV Cache Compression EMNLP 2025 Hierarchical Context Pruning: Optimizing Real-World Code Completion with Repository-Level Pretrained Code LLMs AAAI 2025 Holistic Reasoning with Long-Context LMs: A Benchmark for Database Operations on Massive Textual Data ICLR 2025 InfiniteICL: Breaking the Limit of Context Window Size via Long Short-term Memory Transformation ACL 2025 Investigating Neurons and Heads in Transformer-based LLMs for Typographical Errors EMNLP 2025 LightThinker: Thinking Step-by-Step Compression EMNLP 2025 LongRecipe: Recipe for Efficient Long Context Generalization in Large Language Models ACL 2025 LongRoPE2: Near-Lossless LLM Context Window Scaling ICML 2025 MELODI: Exploring Memory Compression for Long Contexts ICLR 2025 Memory OS of AI Agent EMNLP 2025 Needle Threading: Can LLMs Follow Threads Through Near-Million-Scale Haystacks? ICLR 2025 Overlapping Context with Variable-Length Stride Increases Diversity when Training Large Language Model for Code ACL 2025 Perception Compressor: A Training-Free Prompt Compression Framework in Long Context Scenarios NAACL 2025