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Positional Overload: Positional Debiasing and Context Window Extension for Large Language Models using Set Encoding ACL 2025 Position: General Intelligence Requires Reward-based Pretraining ICML 2025 QuickLLaMA: Query-aware Inference Acceleration for Large Language Models COLING 2025 Rethinking Long Context Generation from the Continual Learning Perspective COLING 2025 Scaling Instruction-tuned LLMs to Million-token Contexts via Hierarchical Synthetic Data Generation ICLR 2025 Structured Packing in LLM Training Improves Long Context Utilization AAAI 2025 SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025 The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning EMNLP 2025 The time scale of redundancy between prosody and linguistic context ACL 2025 Training Free Exponential Context Extension via Cascading KV Cache ICLR 2025 Tree of Agents: Improving Long-Context Capabilities of Large Language Models through Multi-Perspective Reasoning EMNLP 2025 What is the Best Sequence Length for BabyLM? EMNLP 2025 An Efficient Recipe for Long Context Extension via Middle-Focused Positional Encoding NeurIPS 2024 ∞Bench: Extending Long Context Evaluation Beyond 100K Tokens ACL 2024 CLEX: Continuous Length Extrapolation for Large Language Models ICLR 2024 CLongEval: A Chinese Benchmark for Evaluating Long-Context Large Language Models EMNLP 2024 CoCA: Fusing Position Embedding with Collinear Constrained Attention in Transformers for Long Context Window Extending ACL 2024 Contextualizing Generated Citation Texts COLING 2024 Efficient Temporal Extrapolation of Multimodal Large Language Models with Temporal Grounding Bridge EMNLP 2024 EPFL-MAKE at “Discharge Me!”: An LLM System for Automatically Generating Discharge Summaries of Clinical Electronic Health Record ACL 2024 Exploring Context Window of Large Language Models via Decomposed Positional Vectors NeurIPS 2024 Extending Context Window of Large Language Models from a Distributional Perspective EMNLP 2024 Extending Context Window of Large Language Models via Semantic Compression ACL 2024 Is It Really Long Context if All You Need Is Retrieval? Towards Genuinely Difficult Long Context NLP EMNLP 2024 Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA EMNLP 2024