Lian Lian

4 papers · 2024–2025 · 2 venues · across top CS/AI venues

Authors are matched by name, so researchers who share a name ("Yang Liu", "Wei Wang") appear as a single profile and their paper counts, venues and achievements are combined. How identity is handled.

Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (16)

Venues

EMNLP (3) ACL (1)

Top co-authors

Jun Rao (4) Shengjun Cheng (4) Xuebo Liu (4) Min Zhang (4) Dong Jin (2) Jun Yu (2) Zepeng Lin (2) Yunjie Liao (2) Xiaopeng Ke (1) Hexuan Deng (1)

Research topics

Artificial Intelligence (4) Machine Learning (4) Core AI (4) Deep Learning (3) Natural Language Processing (3) Learning Types · Machine Learning (3) Learning Types · Deep Learning (3) Resources & Methods (2) Core Methods (1) Generation (1) Learning Paradigms (1) Models (1) Optimization & Theory (1)

Keywords

large language model (3) instruction tuning (2) curriculum learning (1) machine translation (1) preference optimization (1) instruction following (1) model alignment (1) data sampling (1) consistency learning (1) knowledge retention (1) domain-specific fine-tuning (1) preference training (1) data partitioning (1) error amplification (1) curriculum consistency learning (1) reinforcement learning (1) conditional sentence generation (1) continual learning (1)

Papers

APT: Improving Specialist LLM Performance with Weakness Case Acquisition and Iterative Preference Training ACL 2025 SeaPO: Strategic Error Amplification for Robust Preference Optimization of Large Language Models EMNLP 2025 CommonIT: Commonality-Aware Instruction Tuning for Large Language Models via Data Partitions EMNLP 2024 Curriculum Consistency Learning for Conditional Sentence Generation EMNLP 2024