nlp

Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional Operations
Traditional sentence embedding models encode sentences into vector representations to capture useful properties such as the semantic …
James Y. Huang, Wenlin Yao, Kaiqiang Song, Hongming Zhang, Muhao Chen, Dong Yu
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DecipherPref: Analyzing Influential Factors in Human Preference Judgments via GPT-4
Human preference judgments are pivotal in guiding large language models (LLMs) to produce outputs that align with human values. Human …
Yebowen Hu, Kaiqiang Song, Sangwoo Cho, Xiaoyang Wang, Hassan Foroosh, Fei Liu
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PIVOINE: Instruction Tuning for Open-world Information Extraction
We consider the problem of Open-world Information Extraction (Open-world IE), which extracts comprehensive entity profiles from …
Keming Lu, Xiaoman Pan, Kaiqiang Song, Hongming Zhang, Dong Yu, Jianshu Chen
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MMC: Advancing Multimodal Chart Understanding with Large-scale Instruction Tuning
With the rapid development of large language models (LLMs) and their integration into large multimodal models (LMMs), there has been …
Fuxiao Liu, Xiaoyang Wang, Wenlin Yao, Jiuanshu Chen, Kaiqiang Song, Sangwoo Cho, Yaser Yacoob, Dong Yu
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Unsupervised Multi-document Summarization with Holistic Inference
Multi-document summarization aims to obtain core information from a collection of documents written on the same topic. This paper …
Haopeng Zhang, Sangwoo Cho, Kaiqiang Song, Xiaoyang Wang, Jiawei Zhang, Dong Yu
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Skills-in-Context Prompting: Unlocking Compositionality in Large Language Models
We consider the problem of eliciting compositional generalization capabilities in large language models (LLMs) with a novel type of …
Jiaao Chen, Xiaoman Pan, Dian Yu, Kaiqiang Song, Xiaoyang Wang, Dong Yu, Jianshu Chen
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Effidit: An Assistant for Improving Writing Efficiency
Writing assistants are valuable tools that can help writers improve their writing skills. We introduce Effidit (Efficient and …
Shuming Shi, Enbo Zhao, Wei Bi, Deng Cai, Leyang Cui, Xinting Huang, Haiyun Jiang, Duyu Tang, Kaiqiang Song, Longyue Wang, Chengyan Huang, Guoping Huang, Yan Wang, Piji Li
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Generating User-Engaging News Headlines
The potential choices for news article headlines are enormous, and finding the right balance between conveying the essential message …
Pengshan Cai, Kaiqiang Song, Sangwoo Cho, Hongwei Wang, Xiaoyang Wang, Hong Yu, Dong Yu
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OASum: Large-Scale Open Domain Aspect-based Summarization
Aspect or query-based summarization has recently caught more attention, as it can generate differentiated summaries based on users’ …
Xianjun Yang, Kaiqiang Song, Sangwoo Cho, Xiaoyang Wang, Xiaoman Pan, Linda Petzold, Dong Yu
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How do Words Contribute to Sentence Semantics? Revisiting Sentence Embeddings with a Perturbation Method
Understanding sentence semantics requires an interpretation of the main information from a concrete context. To investigate how …
Wenlin Yao, Lifeng Jin, Hongming Zhang, Xiaoman Pan, Kaiqiang Song, Dian Yu, Dong Yu, Jianshu Chen
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