PPaperPicks

Liang Ding

JD Explore Academy, JD.com Inc., NLP Group

41 papers at tracked venues · 31 at CORE A* · active 20242026

Venues

Frequent coauthors

Papers

  1. Reason-KE++: Aligning the Process, Not Just the Outcome, for Faithful LLM Knowledge Editing
  2. Rethinking the Hidden Risk of Reranking: Achieving Risk-aware Reranking with Information Gain for RAG with LLMs
  3. The Bitter Lesson of Diffusion Language Models for Agentic Workflows: A Comprehensive Reality Check
  4. Time-Frequency Token Advantage Clipping for Training Efficient Large Reasoning Model
  5. Universally Empowering Zeroth-Order Optimization via Adaptive Layer-wise Sampling
  6. AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration
  7. AgentInit: Initializing LLM-based Multi-Agent Systems via Diversity and Expertise Orchestration for Effective and Efficient Collaboration
  8. Chinese Toxic Language Mitigation via Sentiment Polarity Consistent Rewrites
  9. CogSteer: Cognition-Inspired Selective Layer Intervention for Efficiently Steering Large Language Models
  10. Divide, Conquer and Combine: A Training-Free Framework for High-Resolution Image Perception in Multimodal Large Language Models
  11. DynamicKV: Task-Aware Adaptive KV Cache Compression for Long Context LLMs
  12. Edit Once, Update Everywhere: A Simple Framework for Cross-Lingual Knowledge Synchronization in LLMs
  13. Enhancing Input-Label Mapping in In-Context Learning with Contrastive Decoding
  14. Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning
  15. KaFT: Knowledge-aware Fine-tuning for Boosting LLMs' Domain-specific Question-Answering Performance
  16. Layer as Puzzle Pieces: Compressing Large Language Models through Layer Concatenation
  17. Retrieval-Augmented Perception: High-resolution Image Perception Meets Visual RAG
  18. Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA
  19. Runaway is Ashamed, But Helpful: On the Early-Exit Behavior of Large Language Model-based Agents in Embodied Environments
  20. Self-Evolving Pseudo-Rehearsal for Catastrophic Forgetting with Task Similarity in LLMs
  21. The Energy Loss Phenomenon in RLHF: A New Perspective on Mitigating Reward Hacking
  22. VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search
  23. Context-aware Watermark with Semantic Balanced Green-red Lists for Large Language Models
  24. DB-LLM: Accurate Dual-Binarization for Efficient LLMs
  25. Diversifying the Mixture-of-Experts Representation for Language Models with Orthogonal Optimizer
  26. Error Analysis Prompting Enables Human-Like Translation Evaluation in Large Language Models
  27. InfoRM: Mitigating Reward Hacking in RLHF via Information-Theoretic Reward Modeling
  28. Learning from Imperfect Data: Towards Efficient Knowledge Distillation of Autoregressive Language Models for Text-to-SQL
  29. Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
  30. Multi-Step Denoising Scheduled Sampling: Towards Alleviating Exposure Bias for Diffusion Models
  31. OOP: Object-Oriented Programming Evaluation Benchmark for Large Language Models
  32. POMP: Probability-driven Meta-graph Prompter for LLMs in Low-resource Unsupervised Neural Machine Translation
  33. ROSE Doesn't Do That: Boosting the Safety of Instruction-Tuned Large Language Models with Reverse Prompt Contrastive Decoding
  34. Revisiting Catastrophic Forgetting in Large Language Model Tuning
  35. Revisiting Demonstration Selection Strategies in In-Context Learning
  36. Revisiting Knowledge Distillation for Autoregressive Language Models
  37. Self-Powered LLM Modality Expansion for Large Speech-Text Models
  38. Sheared Backpropagation for Fine-Tuning Foundation Models
  39. Speech Sense Disambiguation: Tackling Homophone Ambiguity in End-to-End Speech Translation
  40. Uncertainty Aware Learning for Language Model Alignment
  41. WisdoM: Improving Multimodal Sentiment Analysis by Fusing Contextual World Knowledge