Magnet: Multi-turn Tool-use Data Synthesis and Distillation via Graph Translation

Fan Yin, Zifeng Wang, I-Hung Hsu, Jun Yan, Ke Jiang, Yanfei Chen, Jindong Gu, Long T Le, Kai-Wei Chang, Chen-Yu Lee, Hamid Palangi, Tomas Pfister.

[Paper]

In Prospect and Retrospect: Reflective Memory Management for Long-term Personalized Dialogue Agents

Zhen Tan, Jun Yan, I-Hung Hsu, Rujun Han, Zifeng Wang, Long T Le, Yiwen Song, Yanfei Chen, Hamid Palangi, George Lee, Anand Iyer, Tianlong Chen, Huan Liu, Chen-Yu Lee, Tomas Pfister.

[Paper]

FIG: Forward-Inverse Generation for Low-Resource Domain-specific Event Detection

Tanmay Parekh, Yuxuan Dong, Lucas Bandarkar, Artin Kim, I-Hung Hsu, Kai-Wei Chang, Nanyun Peng.

[Paper]

CaLM: Contrasting Large and Small Language Models to Verify Grounded Generation

I-Hung Hsu, Zifeng Wang, Long T. Le, Lesly Miculicich, Nanyun Peng, Chen-Yu Lee, Tomas Pfister.

[Paper]

Argument-Aware Approach To Event Linking

I-Hung Hsu^*, Zihan Xue^*, Nilay Pochh, Sahil Bansal, Premkumar Natarajan, Jayanth Srinivasa, Nanyun Peng.

[Paper]  [Code]

Contextual Label Projection for Cross-Lingual Structure Extraction

Tanymay Parekh, I-Hung Hsu, Kuan-Hao Huang, Kai-Wei Chang, Nanyun Peng.

[Paper]  [Code]

TextEE: Benchmark, Reevaluation, Reflections, and Future Challenges in Event Extraction

Kuan-Hao Huang, I-Hung Hsu, Tanmay Parekh, Zhiyu Xie, Zixuan Zhang, Premkumar Natarajan, Kai-Wei Chang, Nanyun Peng, Heng Ji.

[Paper]  [Code]

AMPERE: AMR-Aware Prefix for Generation-Based Event Argument Extraction Model

I-Hung Hsu^*, Zhiyu Xie^*, Kuan-Hao Huang, Prem Natarajan, Nanyun Peng.

[Paper]  [Presentation]  [Code]

Code-Switched Text Synthesis in Unseen Language Pairs

I-Hung Hsu, Avik Ray, Shubham Garg, Nanyun Peng, Jing Huang.

[Paper]  [Presentation]

ParaAMR: A Large-Scale Syntactically Diverse Paraphrase Dataset by AMR Back-Translation

Kuan-Hao Huang, Varun Iyer, I-Hung Hsu, Anoop Kumar, Kai-Wei Chang, and Aram Galstyan.

[Paper]  [Presentation]

Area Chair Award

GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles

Tanmay Parekh, I-Hung Hsu, Kuan-Hao Huang, Kai-Wei Chang, Nanyun Peng.

[Paper]  [Code]

TAGPRIME: A Unified Framework for Relational Structure Extraction

I-Hung Hsu^*, Kuan-Hao Huang^*, Shuning Zhang, Wenxin Cheng, Premkumar Natarajan, Kai-Wei Chang, Nanyun Peng.

[Paper]  [Presentation]  [Code]

Multi-hop Evidence Retrieval for Cross-document Relation Extraction

Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen.

[Paper]  [Code]

Summarization as Indirect Supervision for Relation Extraction

Keming Lu, I-Hung Hsu, Wenxuan Zhou, Mingyu Derek Ma, Muhao Chen.

[Paper]  [Code]

DEGREE: A Data-Efficient Generation-Based Event Extraction Model

I-Hung Hsu^*, Kuan-Hao Huang^*, Elizabeth Boschee, Scott Miller, Premkumar Natarajan, Kai-Wei Chang, Nanyun Peng.

[Paper]  [Presentation]  [Code]

Multilingual Generative Language Models for Zero-Shot Cross-Lingual Event Argument Extraction

Kuan-Hao Huang^*, I-Hung Hsu^*, Prem Natarajan, Kai-Wei Chang, Nanyun Peng.

[Paper]  [Presentation]  [Code]

Discourse-level Relation Extraction via Graph Pooling

I-Hung Hsu, Xiao Guo, Premkumar Natarajan, Nanyun Peng.

[Paper]

Best Paper Award

ESTER: A Machine Reading Comprehension Dataset for Reasoning about Event Semantic Relations

Rujun Han, I-Hung Hsu, Jiao Sun, Julia Baylon, Qiang Ning, Dan Roth, Nanyun Peng.

[Paper]  [Code]

Deep structured neural network for event temporal relation extraction

Rujun Han^*, I-Hung Hsu^*, Mu Yang, Aram Galstyan, Ralph Weischedel, Nanyun Peng.

[Paper]  [Code]

NIESR: Nuisance Invariant End-to-end Speech Recognition

I-Hung Hsu, Ayush Jaiswal, Premkumar Natarajan.

[Paper]  [Code]

Mitigating the Impact of Speech Recognition Errors on Chatbot using Sequence-to-Sequence Model

Pin-Jung Chen^*, I-Hung Hsu^*, Yi-Yao Huang^*, Hung-Yi Lee.

[Paper]  [Code]