Counterfactual Trace Auditing detects 522 behavioral change patterns from skills on 49 tasks where pass rates shift only 0.3 points on average.
React: Synergizing reasoning and acting in language models
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
citation-role summary
background 1
citation-polarity summary
years
2026 2verdicts
UNVERDICTED 2roles
background 1polarities
background 1representative citing papers
PUMA detects reasoning-level semantic redundancy to enable early exit in chains of thought, achieving 26.2% average token reduction across five LRMs and five benchmarks while preserving accuracy and CoT quality.
citing papers explorer
-
Counterfactual Trace Auditing of LLM Agent Skills
Counterfactual Trace Auditing detects 522 behavioral change patterns from skills on 49 tasks where pass rates shift only 0.3 points on average.
-
Stop When Reasoning Converges: Semantic-Preserving Early Exit for Reasoning Models
PUMA detects reasoning-level semantic redundancy to enable early exit in chains of thought, achieving 26.2% average token reduction across five LRMs and five benchmarks while preserving accuracy and CoT quality.