Reckon
Summary
Reckon is a decision journal tool that helps users calibrate their decision-making processes.
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Efficient Reasoning with Balanced Thinking
This paper introduces ReBalance, a training-free, plug-and-play method that dynamically balances overthinking and underthinking in large reasoning models, improving efficiency and accuracy across multiple benchmarks.
REIN: Bridging the Gap between Reasoning and Reliability via Reflection and Abstention Alignment
This paper introduces REIN, an alignment framework that reduces hallucination in large reasoning models by training them to explicitly reflect before answering and to abstain when knowledge is insufficient. Experiments show consistent gains in selective accuracy and hallucination reduction across benchmarks.
ReExplain
ReExplain is a tool that lets you explain what you know to AI and discover gaps in your understanding.
When to Trust Tools? Adaptive Tool Trust Calibration For Tool-Integrated Math Reasoning
This paper introduces Adaptive Tool Trust Calibration (ATTC), a framework that improves tool-integrated reasoning models by enabling them to adaptively decide when to trust or ignore tool results based on code confidence scores. The approach addresses the "Tool Ignored" problem where models incorrectly dismiss correct tool outputs, achieving 4.1-7.5% performance improvements across multiple models and datasets.
Rezonant
Rezonant is a platform that helps teams talk, spec, and ship product ideas into production.