RELIC benchmark reveals that advanced LLMs fail to scale reasoning compute with task difficulty in context-free language recognition and instead reduce reasoning tokens while shifting to guessing strategies.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
RELIC: Evaluating Complex Reasoning via the Recognition of Languages In-Context
RELIC benchmark reveals that advanced LLMs fail to scale reasoning compute with task difficulty in context-free language recognition and instead reduce reasoning tokens while shifting to guessing strategies.