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NAACL 2024U WashingtonAllen Institute for Artificial ICarnegie MellonSummarization

P3Sum: Preserving Author’s Perspective in News Summarization with Diffusion Language Models

P3Sum uses diffusion language models to preserve authorial perspective in news summarization, outperforming autoregressive baselines on perspective fidelity.

Yuhan Liu, Shangbin Feng, Xiaochuang Han, Vidhisha Balachandran and 3 more

Published 2024 · 2 citations

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57%Worth a look
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NeurIPS 2026DynatraceJohannes Kepler Universität LinzSummarization

SLS-Bench: A Benchmark for Incident Log Summarization with Synthetic Observability Data

Valerii Iakovlev, Markus Spanring, Martin Flechl

Sydney Poster Session 6, Thu, Dec 10, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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45%Niche pick
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NeurIPS 2026Rajshahi University of EngineeriTulaneU OklahomaShahjalal University of Science Summarization

SEISMOS: A Statistical Signal Detection Framework for Semantic Chunking

Ishtiak M Saad, Mominul Islam, Shahriyar Z Ridoy, Md Manjurul Ahsan and 1 more

Atlanta Poster Session 2, Wed, Dec 9, 4:30 PM–7:30 PM, Hall C1 · Published 2026

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AI panel: 0 of 20 reviewers recommend it
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