Entity · technique

Program-of-Thought

techniqueactiveprovisionalprogram-of-thought-b6c5f74f·1 events·first seen 31h ago

Aliases: Program-of-Thought

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chain-of-thought monitoring chain-of-thought prompting latent chain-of-thought GPT-5.4 Thinking GitOfThoughts Chain-of-Thought Reasoning Executable Operational Cognition ParaThinker J-CoT: Chain-of-Thought in J-Space Weave of Formal Thought Thinking-with-Images Chain-of-Thought Fine-Tuning

Recent events (1)

4arXiv · cs.CL·31h ago·source ↗

CreditCardQA: Financial literacy benchmark for numerical reasoning from real credit card agreements

Researchers introduce CreditCardQA, a 1,800-question benchmark derived from real credit card agreements to evaluate LLM numerical and financial reasoning. Evaluation across multiple models under Chain-of-Thought and Program-of-Thought prompting shows PoT consistently improves performance and narrows open/closed-source gaps. Error analysis reveals failures stem primarily from misapplied financial rules and misunderstood contractual terms rather than arithmetic errors, with edge cases disproportionately affecting financially vulnerable users.

Evaluation and Benchmarking Chain-of-Thought Reasoning CreditCardQA Program-of-Thought