conftrace_

token efficiency

39 papers

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Co-occurring keywords

large language model (13587) question answering (2963) multi-agent system (1819) language model (4599) multimodal large language model (966) retrieval-augmented generation (1592) chain-of-thought reasoning (551) in-context learning (1405) model compression (3302) dynamic scheduling (7)

Papers

Beyond Markovian Forgetfulness: Episodic Memory for Reasoning-Intensive Retrieval ACL 2026
Delta-LLaVA: Base-then-Specialize Alignment for Token-Efficient Vision-Language Models WACV 2026
Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models AAAI 2026
MoSs: Mixture of Scales for Efficient High-Resolution Autoregressive Image Generation AAAI 2026
Augmented Runtime Collaboration for Self-Organizing Multi-Agent Systems: A Hybrid Bi-Criteria Routing Approach AAAI 2026
iMAD: Intelligent Multi-Agent Debate for Efficient and Accurate LLM Inference AAAI 2026
Cost-Effective Communication: An Auction-based Method for Language Agent Interaction AAAI 2026
SHAPE: Stage-aware Hierarchical Advantage via Potential Estimation for LLM Reasoning ACL 2026
LLM-as-Scheduler: Agentic Workflow Dynamic Scheduling ACL 2026
Word Salad Chopper: Reasoning Models Waste A Ton Of Decoding Budget On Useless Repetitions, Self-Knowingly EMNLP 2025
JSON Whisperer: Efficient JSON Editing with LLMs EMNLP 2025
MMS-LLaMA: Efficient LLM-based Audio-Visual Speech Recognition with Minimal Multimodal Speech Tokens ACL 2025
EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025
Distilling Many-Shot In-Context Learning into a Cheat Sheet EMNLP 2025
Position IDs Matter: An Enhanced Position Layout for Efficient Context Compression in Large Language Models EMNLP 2025
EcoTune: Token-Efficient Multi-Fidelity Hyperparameter Optimization for Large Language Model Inference EMNLP 2025
Context Filtering with Reward Modeling in Question Answering COLING 2025
Optimizing LLMs for Italian: Reducing Token Fertility and Enhancing Efficiency Through Vocabulary Adaptation NAACL 2025
Token-Efficient VLM: High-Resolution Image Understanding via Dynamic Region Proposal ICCV 2025
DisCo: Towards Distinct and Coherent Visual Encapsulation in Video MLLMs ICCV 2025
Autonomous Data Selection with Zero-shot Generative Classifiers for Mathematical Texts ACL 2025
Token-Budget-Aware LLM Reasoning ACL 2025
SLoW: Select Low-frequency Words! Automatic Dictionary Selection for Translation on Large Language Models EMNLP 2025
ParetoRAG: Leveraging Sentence-Context Attention for Robust and Efficient Retrieval-Augmented Generation EMNLP 2025
PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models CVPR 2025