Search Results for author: Shannon Zejiang Shen

Found 6 papers, 3 papers with code

SelfCite: Self-Supervised Alignment for Context Attribution in Large Language Models

no code implementations13 Feb 2025 Yung-Sung Chuang, Benjamin Cohen-Wang, Shannon Zejiang Shen, Zhaofeng Wu, Hu Xu, Xi Victoria Lin, James Glass, Shang-Wen Li, Wen-tau Yih

We introduce SelfCite, a novel self-supervised approach that aligns LLMs to generate high-quality, fine-grained, sentence-level citations for the statements in their generated responses.

Long Form Question Answering Sentence

SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature

1 code implementation10 Jun 2024 David Wadden, Kejian Shi, Jacob Morrison, Aakanksha Naik, Shruti Singh, Nitzan Barzilay, Kyle Lo, Tom Hope, Luca Soldaini, Shannon Zejiang Shen, Doug Downey, Hannaneh Hajishirzi, Arman Cohan

We present SciRIFF (Scientific Resource for Instruction-Following and Finetuning), a dataset of 137K instruction-following demonstrations for 54 tasks covering five essential scientific literature understanding capabilities: information extraction, summarization, question answering, claim verification, and classification.

Claim Verification Instruction Following +4

Learning to Decode Collaboratively with Multiple Language Models

1 code implementation6 Mar 2024 Shannon Zejiang Shen, Hunter Lang, Bailin Wang, Yoon Kim, David Sontag

We propose a method to teach multiple large language models (LLM) to collaborate by interleaving their generations at the token level.

Instruction Following

A Data-Centric Approach To Generate Faithful and High Quality Patient Summaries with Large Language Models

1 code implementation23 Feb 2024 Stefan Hegselmann, Shannon Zejiang Shen, Florian Gierse, Monica Agrawal, David Sontag, Xiaoyi Jiang

In this work, we investigate the potential of large language models to generate patient summaries based on doctors' notes and study the effect of training data on the faithfulness and quality of the generated summaries.

Hallucination

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