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Can LLMs Perceive Time? An Empirical Investigation

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1 SIGNALFIRST DETECTED 2 April 2026
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2 Apr
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20 Mar
What Really Controls Temporal Reasoning in Large Language Models: Tokenisation or Representation of Time?

arXiv:2603.19017v1 Announce Type: cross Abstract: We present MultiTempBench, a multilingual temporal reasoning benchmark spanning three tasks, date arithmetic, time zone

REPORT · WHAT · ArXiv CS.AIOPEN STORY
18 Aug
When Do LLMs Apply the Wrong Law? Diagnosing LLM Failures in Temporal Legal Reasoning

arXiv:2608.14610v1 Announce Type: new Abstract: Legal reasoning tasks such as legal judgment prediction (LJP) require identifying the temporally correct version of the law

REPORT · WHEN · ArXiv CS.AIOPEN STORY
14 Apr
MEMENTO: Teaching LLMs to Manage Their Own Context

arXiv:2604.09852v1 Announce Type: new Abstract: Reasoning models think in long, unstructured streams with no mechanism for compressing or organizing their own intermediate state.

REPORT · HOW · ArXiv CS.AIOPEN STORY
8 Apr
TFRBench: A Reasoning Benchmark for Evaluating Forecasting Systems

arXiv:2604.05364v1 Announce Type: new Abstract: We introduce TFRBench, the first benchmark designed to evaluate the reasoning capabilities of forecasting systems. Traditionally,

REPORT · WHAT · ArXiv CS.AIOPEN STORY
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