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Mengzhou Xia

27 papers · 2019–2025 · 7 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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+12 more ↓ πŸ—ΊοΈ Taxonomy Completionist (61) 🌍 Conference Polyglot Β· Silver πŸƒ Academic Marathon Β· Sprint πŸŒ‰ Interdisciplinary Bridge Β· Gold 🐣 Hot Topic Early Bird
🀝 Dynamic Duo (15) πŸ‘₯ Mega-Team Β· Legion 🧬 Topic Evolution πŸ† Grand Slam πŸ‘‘ Triple Crown ⚑ Prolific Year Β· Prolific πŸ”₯ Unstoppable Β· Bronze πŸ’Ž Century Club Β· Bronze πŸš€ Conference Pioneer 🌈 Renaissance Researcher (6) πŸ“ˆ Trend Setter πŸ—ƒοΈ Keyword Collector (131)

Venues

ACL (7) ICLR (5) ICML (5) EMNLP (4) NAACL (3) NeurIPS (2) AAAI (1)

Top co-authors

Danqi Chen (15) Graham Neubig (5) Sanjeev Arora (4) Alexis Chevalier (3) Weijia Shi (3) Antonios Anastasopoulos (3) Mikel Artetxe (3) Yangsibo Huang (3) Sadhika Malladi (3) Howard Chen (3)

Research topics

Natural Language Processing (19) Artificial Intelligence (17) Machine Learning (17) Core AI (14) Application Areas (9) Applications (9) Learning Types Β· Machine Learning (9) Resources & Methods (8) Deep Learning (7) Learning Paradigms (5) Learning Types Β· Deep Learning (5) Core Methods (4) Optimization & Theory (3) Architectures (2) Computer Science (1)

Keywords

language model (4) low-resource language (3) in-context learning (3) large language model (3) benchmark evaluation (3) model compression (2) zero-shot learning (2) neural machine translation (2) pre-trained language model (2) few-shot learning (2) structured pruning (2) cross-lingual transfer (2) masked language model (2) fine tuning (2) data augmentation (1) multilingual nlp (1) reasoning (1) natural language inference (1) machine translation (1) domain adaptation (1)

Papers

BRIGHT: A Realistic and Challenging Benchmark for Reasoning-Intensive Retrieval ICLR 2025 MMTEB: Massive Multilingual Text Embedding Benchmark ICLR 2025 PDE-Controller: LLMs for Autoformalization and Reasoning of PDEs ICML 2025 Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications ICML 2024 Catastrophic Jailbreak of Open-source LLMs via Exploiting Generation ICLR 2024 CharXiv: Charting Gaps in Realistic Chart Understanding in Multimodal LLMs NeurIPS 2024 Detecting Pretraining Data from Large Language Models ICLR 2024 InstructEval: Systematic Evaluation of Instruction Selection Methods NAACL 2024 Language Models as Science Tutors ICML 2024 LESS: Selecting Influential Data for Targeted Instruction Tuning ICML 2024 LitSearch: A Retrieval Benchmark for Scientific Literature Search EMNLP 2024 Sheared LLaMA: Accelerating Language Model Pre-training via Structured Pruning ICLR 2024 SimPO: Simple Preference Optimization with a Reference-Free Reward NeurIPS 2024 Trainable Transformer in Transformer ICML 2024 Training Trajectories of Language Models Across Scales ACL 2023 Don’t Prompt, Search! Mining-based Zero-Shot Learning with Language Models EMNLP 2022 MABEL: Attenuating Gender Bias using Textual Entailment Data EMNLP 2022 Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models EMNLP 2022 Structured Pruning Learns Compact and Accurate Models ACL 2022 MetaXL: Meta Representation Transformation for Low-resource Cross-lingual Learning NAACL 2021 Non-Parametric Few-Shot Learning for Word Sense Disambiguation NAACL 2021 Demoting Racial Bias in Hate Speech Detection ACL 2020 Predicting Performance for Natural Language Processing Tasks ACL 2020 Choosing Transfer Languages for Cross-Lingual Learning ACL 2019 Domain Adaptation of Neural Machine Translation by Lexicon Induction ACL 2019 Generalized Data Augmentation for Low-Resource Translation ACL 2019 Graph Based Translation Memory for Neural Machine Translation AAAI 2019