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20242026
most citedAre Language Models Actually Useful for Time Series Forecasting?

25 citations · 30 across the 41 of their papers we have counts for

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Showing 2025 · cs.CLShow all

18 papers · 2 filters

cs.CL2025

SpecDiff-2: Scaling Diffusion Drafter Alignment For Faster Speculative Decoding

Jameson Sandler, Jacob K. Christopher, Thomas Hartvigsen +1

Speculative decoding has become the standard approach for accelerating Large Language Model (LLM) inference. It exploits a lossless draft-then-verify procedure to circumvent the la…

cs.CL2025

EDUMATH: Generating Standards-aligned Educational Math Word Problems

Bryan R. Christ, Penelope Molitz, Beau LeBlond +3

Math word problems (MWPs) are critical K-12 educational tools, and customizing them to students' interests and ability levels can enhance learning. However, teachers struggle to fi…

cs.CL2025

Decoding the Rule Book: Extracting Hidden Moderation Criteria from Reddit Communities

Youngwoo Kim, Himanshu Beniwal, Steven L. Johnson +1

Effective content moderation systems require explicit classification criteria, yet online communities like subreddits often operate with diverse, implicit standards. This work intr…

cs.CL2025

BEDTime: A Unified Benchmark for Automatically Describing Time Series

Medhasweta Sen, Zachary Gottesman, Jiaxing Qiu +3

Recent works propose complex multi-modal models that handle both time series and language, ultimately claiming high performance on complex tasks like time series reasoning and cros…

cs.CL2025

ModelCitizens: Representing Community Voices in Online Safety

Ashima Suvarna, Christina Chance, Karolina Naranjo +4

Automatic toxic language detection is critical for creating safe, inclusive online spaces. However, it is a highly subjective task, with perceptions of toxic language shaped by com…

cs.CL2025

Efficient Knowledge Editing via Minimal Precomputation

Akshat Gupta, Maochuan Lu, Thomas Hartvigsen +1

Knowledge editing methods like MEMIT are able to make data and compute efficient updates of factual knowledge by using a single sentence to update facts and their consequences. How…