11 citations · 32 across the 41 of their papers we have counts for
9 papers · 2 filters
Machine Text Detectors are Membership Inference Attacks
Ryuto Koike, Liam Dugan, Masahiro Kaneko +2
Although membership inference attacks (MIAs) and machine-generated text detection target different goals, their methods often exploit similar signals based on a language model's pr…
The Media Bias Detector: A Framework for Annotating and Analyzing the News at Scale
Samar Haider, Amir Tohidi, Jenny S. Wang +4
Mainstream news organizations shape public perception not only directly through the articles they publish but also through the choices they make about which topics to cover (or ign…
Overhearing LLM Agents: A Survey, Taxonomy, and Roadmap
Andrew Zhu, Chris Callison-Burch
Imagine AI assistants that enhance conversations without interrupting them: quietly providing relevant information during a medical consultation, seamlessly preparing materials as…
Toward Beginner-Friendly LLMs for Language Learning: Controlling Difficulty in Conversation
Meiqing Jin, Liam Dugan, Chris Callison-Burch
Practicing conversations with large language models (LLMs) presents a promising alternative to traditional in-person language learning. However, most LLMs generate text at a near-n…
Domain Gating Ensemble Networks for AI-Generated Text Detection
Arihant Tripathi, Liam Dugan, Charis Gao +6
As state-of-the-art language models continue to improve, the need for robust detection of machine-generated text becomes increasingly critical. However, current state-of-the-art ma…
First Steps Towards Overhearing LLM Agents: A Case Study With Dungeons & Dragons Gameplay
Andrew Zhu, Evan Osgood, Chris Callison-Burch
Much work has been done on conversational LLM agents which directly assist human users with tasks. We present an alternative paradigm for interacting with LLM agents, which we call…
NSF-SciFy: Mining the NSF Awards Database for Scientific Claims
Delip Rao, Weiqiu You, Eric Wong +1
We introduce NSF-SciFy, a comprehensive dataset of scientific claims and investigation proposals extracted from National Science Foundation award abstracts. While previous scientif…
mStyleDistance: Multilingual Style Embeddings and their Evaluation
Justin Qiu, Jiacheng Zhu, Ajay Patel +2
Style embeddings are useful for stylistic analysis and style transfer; however, only English style embeddings have been made available. We introduce Multilingual StyleDistance (mSt…
GenAI Content Detection Task 3: Cross-Domain Machine-Generated Text Detection Challenge
Liam Dugan, Andrew Zhu, Firoj Alam +3
Recently there have been many shared tasks targeting the detection of generated text from Large Language Models (LLMs). However, these shared tasks tend to focus either on cases wh…