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Papers
BenchMAX: A Comprehensive Multilingual Evaluation Suite for Large Language Models
EMNLP 2025
Better Instruction-Following Through Minimum Bayes Risk
ICLR 2025
Beyond Content Relevance: Evaluating Instruction Following in Retrieval Models
ICLR 2025
Bridging the Editing Gap in LLMs: FineEdit for Precise and Targeted Text Modifications
EMNLP 2025
Can Indirect Prompt Injection Attacks Be Detected and Removed?
ACL 2025
Can Language Models Follow Multiple Turns of Entangled Instructions?
EMNLP 2025
Capability Instruction Tuning
AAAI 2025
Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data
IJCNLP 2025
CARE-STaR: Constraint-aware Self-taught Reasoner
ACL 2025
Chain-of-Specificity: Enhancing Task-Specific Constraint Adherence in Large Language Models
COLING 2025
CodeDiffuser: Attention-Enhanced Diffusion Policy via VLM-Generated Code for Instruction Ambiguity
RSS 2025
CodeIF: Benchmarking the Instruction-Following Capabilities of Large Language Models for Code Generation
ACL 2025
CodePlan: Unlocking Reasoning Potential in Large Language Models by Scaling Code-form Planning
ICLR 2025
Command R7B Arabic: a small, enterprise-focused, multilingual, and culturally aware Arabic LLM
ACL 2025
ComposableNav: Instruction-Following Navigation in Dynamic Environments via Composable Diffusion
CoRL 2025
Corvid: Improving Multimodal Large Language Models Towards Chain-of-Thought Reasoning
ICCV 2025
CrafText Benchmark: Advancing Instruction Following in Complex Multimodal Open-Ended World
ACL 2025
Cuckoo: An IE Free Rider Hatched by Massive Nutrition in LLM’s Nest
ACL 2025
CUNI-NL@IWSLT 2025: End-to-end Offline Speech Translation and Instruction Following with LLMs
ACL 2025
DACIP-RC: Domain Adaptive Continual Instruction Pre-Training via Reading Comprehension on Business Conversations
EMNLP 2025
Data Augmentation for Instruction Following Policies via Trajectory Segmentation
AAAI 2025
Defense Against Prompt Injection Attack by Leveraging Attack Techniques
ACL 2025
Demystifying Domain-adaptive Post-training for Financial LLMs
EMNLP 2025
DistilQwen2.5: Industrial Practices of Training Distilled Open Lightweight Language Models
ACL 2025
Divide-Verify-Refine: Can LLMs Self-align with Complex Instructions?
ACL 2025