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#attribution

3 curated events
papersTODAY 04:00 UTC

T-SMART: Mechanism-Level Attribution for Tool-Augmented Time-Series QA

A new arXiv paper introduces T-SMART, a method that attributes how tool-augmented language models arrive at answers for time-series question answering. The work targets a known weakness: LLMs handle poorly the case where numerical signals are turned into text and require explicit computation. It offers analysis at the level of internal mechanisms rather than just final outputs, though the abstract provided is truncated.

time-series/tool-use/attribution/llm
papersTODAY 04:00 UTC

AttriCite: Open 4B Model Trained for Citation Recovery in Scientific Papers

A new arXiv paper introduces AttriCite, an openly released 4B-parameter model trained to identify which paper an author intended to cite from the surrounding text of a citation. The work frames this as a "citation recovery" task, aiming to support faithful attribution of scientific claims to their sources. The authors position the approach as a step toward more reliable attribution in AI-assisted scientific writing.

open-source/research/citation/attribution
papersSEP 10 04:19 UTC

OpenAI faces claim that a credited proof was already published elsewhere

A Hacker News thread questions whether a mathematical proof credited to OpenAI had already been established in earlier published work by other researchers. The headline frames this as a possible repeat of an earlier case where an OpenAI-attributed result was found in existing literature. No verification or company response is included in the report, so the allegation remains unconfirmed.

openai/research/mathematics/attribution