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Papers
blue at SemEval-2026 Task 4: Synergizing Long-Context Reranking with Semantic Similarity for Narrative Alignment
SemEval 2026
Dynamic Long Context Reasoning over Compressed Memory via End-to-End Reinforcement Learning
ACL 2026
HitKV: Activation Frequency Knows Which Tokens Are Important
AAAI 2026
Logic Haystacks: Probing LLMs’ Long-Context Logical Reasoning (Without Easily Identifiable Unrelated Padding)
EACL 2026
Read As Human: Compressing Context via Parallelizable Close Reading and Skimming
ACL 2026
RetroLM: Retrieval-Augmented KVs for Long-Context Processing
AAAI 2026
Boosting Long-Context Information Seeking via Query-Guided Activation Refilling
ACL 2025
Does quantization affect models’ performance on long-context tasks?
EMNLP 2025
HMT: Hierarchical Memory Transformer for Efficient Long Context Language Processing
NAACL 2025
Leveraging Attention to Effectively Compress Prompts for Long-Context LLMs
AAAI 2025
LIFBench: Evaluating the Instruction Following Performance and Stability of Large Language Models in Long-Context Scenarios
ACL 2025
LLM×MapReduce: Simplified Long-Sequence Processing using Large Language Models
ACL 2025
OkraLong: A Flexible Retrieval-Augmented Framework for Long-Text Question Answering
EMNLP 2025
Scaling Context, Not Parameters: Training a Compact 7B Language Model for Efficient Long-Context Processing
ACL 2025
Sequential-NIAH: A Needle-In-A-Haystack Benchmark for Extracting Sequential Needles from Long Contexts
EMNLP 2025
V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding
ICCV 2025
GraphReader: Building Graph-based Agent to Enhance Long-Context Abilities of Large Language Models
EMNLP 2024
LongHeads: Multi-Head Attention is Secretly a Long Context Processor
EMNLP 2024
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism
EMNLP 2024