Training Verifiers to Solve Math Word Problems
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- Authors credited
- Jacob Hilton · John Schulman
- Dates
- Published 2021-10-27 authorship evidence authorship evidence
- Exact source
- Training Verifiers to Solve Math Word Problems arXiv · published 2021-10-27 · arXiv abstract page, retrieved for the candidate pack on 2026-10-28 (SHA-256 92aaef23c478cc96d2d18a084757eed8cf452940cc17c338aa191eeb0a5e2d20). Submission history as arXiv records it (UTC): v1 27 October 2021; v2 18 November 2021. The page serves the latest version; each version is a separate expression, and only the one a record names was read.
- Training Verifiers to Solve Math Word Problems arXiv · published 2021-10-27 · arXiv:2110.14168v1, submitted 27 October 2021 (UTC). Retrieved for the candidate pack on 2026-10-28 (SHA-256 9d829ca79818d2d8ddc9c9809348718856789a0f52c143165c8fa5a065948774). The author list is the byline as printed on the first page.
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Issue and authorship records
- Author: Jacob HiltonJacob Hilton is a credited author of Training Verifiers to Solve Math Word Problems.2021-10-27 · publication · Stated in source · Supported Inspect claim & evidence ↗Jacob Hilton: person page →
- Author: John SchulmanJohn Schulman is a credited author of Training Verifiers to Solve Math Word Problems.2021-10-27 · publication · Stated in source · Supported Inspect claim & evidence ↗John Schulman: person page →
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Cited by · 7
Recorded documents that explicitly reference this one. A citation to a work does not identify which version was read.
- LLaMA (2023 paper)LLaMA (2023 paper) cites Training Verifiers to Solve Math Word Problems.2023-02-27 · publication · Stated in source · Supported Inspect claim & evidence ↗LLaMA (2023 paper): document page →
- Qwen Technical ReportQwen Technical Report cites Training Verifiers to Solve Math Word Problems.2023-09-28 · publication · Stated in source · Supported Inspect claim & evidence ↗Qwen Technical Report: document page →
- Gemini: A Family of Highly Capable Multimodal ModelsGemini: A Family of Highly Capable Multimodal Models cites Training Verifiers to Solve Math Word Problems.2023-12-19 · publication · Stated in source · Supported Inspect claim & evidence ↗Gemini: A Family of Highly Capable Multimodal Models: document page →
- ChatGLM research history and techniquesChatGLM research history and techniques cites Training Verifiers to Solve Math Word Problems.2024-06-18 · publication · Stated in source · Supported Inspect claim & evidence ↗ChatGLM research history and techniques: document page →
- DeepSeek-V3 Technical ReportDeepSeek-V3 Technical Report cites Training Verifiers to Solve Math Word Problems.2024-12-27 · publication · Stated in source · Supported Inspect claim & evidence ↗DeepSeek-V3 Technical Report: document page →
- Kimi K2: Open Agentic IntelligenceKimi K2: Open Agentic Intelligence cites Training Verifiers to Solve Math Word Problems.2025-07-28 · publication · Stated in source · Supported Inspect claim & evidence ↗Kimi K2: Open Agentic Intelligence: document page →
- Claude 2 model cardClaude 2 model card cites Training Verifiers to Solve Math Word Problems.Date unknown · Stated in source · Supported Inspect claim & evidence ↗Claude 2 model card: document page →
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What the document says it adds
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- In its own wordsThe paper introduces GSM8K, a dataset it describes as 8.5K grade school math word problems.“To diagnose the failures of current models and support research, we introduce GSM8K, a dataset of 8.5K high quality linguistically diverse grade school math word problems.” arXiv v1, PDF p. 1, abstract2021-10-27 · publication · Stated in source · Supported Inspect claim & evidence ↗
- In its own wordsThe paper proposes training verifiers that judge the correctness of model-generated solutions.“To increase performance, we propose training verifiers to judge the correctness of model completions.” arXiv v1, PDF p. 1, abstract2021-10-27 · publication · Stated in source · Supported Inspect claim & evidence ↗