Publications

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2024 Publications

The list may not be up-to-date. Please find my latest publications on Google Scholar.



Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making teaser

Embodied Agent Interface: Benchmarking LLMs for Embodied Decision Making [Website][PDF][Code][Data][Docker][PyPi][Doc]
Manling Li*, Shiyu Zhao*, Qineng Wang*, Kangrui Wang*, Yu Zhou*, Sanjana Srivastava, Cem Gokmen, Tony Lee, Li Erran Li, Ruohan Zhang, Weiyu Liu, Percy Liang, Li Fei-Fei, Jiayuan Mao, Jiajun Wu
NeurIPS 2024 Benchmark Track (Oral, Top 0.6%)
Best Paper Award at SoCal NLP 2024, Top 0.4%

HourVideo: 1-Hour Video-Language Understanding teaser

HourVideo: 1-Hour Video-Language Understanding [Website][PDF][Data][Code]
Keshigeyan Chandrasegaran, Agrim Gupta, Taran Kota, Lea M. Hadzic, Jimming He, Cristobal Eyzaguirre, Zane Durante, Manling Li, Jiajun Wu, Li Fei-Fei
NeurIPS 2024 Benchmark Track

IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos teaser

IKEA Manuals at Work: 4D Grounding of Assembly Instructions on Internet Videos [Website][PDF][Data][Code]
Yunong Liu, Weiyu Liu, Shubh Khanna, Cristobal Eyzaguirre, Manling Li, Juan Carlos Niebles, Vineeth Ravi, Saumitra Mishra, Jiajun Wu
NeurIPS 2024 Benchmark Track

LM-Steer: Word Embeddings Are Steers for Language Models teaser

LM-Steer: Word Embeddings Are Steers for Language Models [Website][PDF][Code][Live Demo][Slides][Poster]
Chi Han, Jialiang Xu, Manling Li, Yi Fung, Chenkai Sun, Nan Jiang, Tarek Abdelzaher, Heng Ji
ACL 2024
(Outstanding Paper Award at ACL 2024)

Why Does New Knowledge Create Messy Ripple Effects in LLMs? teaser

Why Does New Knowledge Create Messy Ripple Effects in LLMs? [PDF]
Jiaxin Qin, Zixuan Zhang, Chi Han, Pengfei Yu, Manling Li, Heng Ji
EMNLP 2024

Deep Concept Injection for Zero-shot Multimodal Reasoning teaser

Deep Concept Injection for Zero-shot Multimodal Reasoning [PDF]
Xudong Lin, Manling Li, Richard Zemel, Heng Ji, Shih-Fu Chang
EMNLP 2024

MentalArena: Self-play Training of Language Models for Diagnosis and Treatment o... teaser

MentalArena: Self-play Training of Language Models for Diagnosis and Treatment of Mental Health Disorders [PDF]
Cheng Li, May Fung, Qingyun Wang, Chi Han, Manling Li, Jindong Wang, Heng Ji
arXiv

Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Expla... teaser

Can LLMs Produce Faithful Explanations For Fact-checking? Towards Faithful Explainable Fact-Checking via Multi-Agent Debate [PDF]
Kyungha Kim*, Sangyun Lee*, Kung-Hsiang Huang*, Hou Pong Chan, Manling Li, Heng Ji
arXiv

InfoPattern: Unveiling Information Propagation Patterns in Social Media teaser

InfoPattern: Unveiling Information Propagation Patterns in Social Media [PDF]
Chi Han*, Jialiang Xu*, Manling Li* , Hanning Zhang*, Tarek Abdelzaher, Heng Ji
arXiv

SmartBook: AI-Assisted Situation Report Generation teaser

SmartBook: AI-Assisted Situation Report Generation [PDF]
Revanth Gangi Reddy, Yi Fung, Qi Zeng, Manling Li, Zihan Wang, Paul Sullivan, Heng Ji
arXiv

Controlling Object Existence Hallucinations in Large Vision Language Models teaser

Controlling Object Existence Hallucinations in Large Vision Language Models [PDF]
Bohan Zhai, Shijia Yang, Chenfeng Xu, Sheng Shen, Kurt Keutzer, Chunyuan Li, Manling Li
arXiv