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Leslie Barrett

3 accepted papers

2025

Can LLMs Find a Needle in a Haystack? A Look at Anomaly Detection Language Modeling

EMNLP 2025

Anomaly detection (AD), also known as Outlier Detection, is a longstanding problem in machine learning, which has recently been applied to text data. In these datasets, a textual anomaly is a part of the text that does not fit the overall topic of the text. Some recent approaches to textual AD have

2025

LexTime: A Benchmark for Temporal Ordering of Legal Events

EMNLP 2025

Understanding temporal relationships and accurately reconstructing the event timeline is important for case law analysis, compliance monitoring, and legal summarization. However, existing benchmarks lack specialized language evaluation, leaving a gap in understanding how LLMs handle event ordering i

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