# Ant Ling — PromptCoT & PromptCoT-Mamba: Advancing the Frontiers of Reasoning

- Company: Ant Ling (ant-ling.com)
- Announced: 2025-04-01
- Category: not stated
- Coverage: not counted
- Announcement: yes
- Group: announcements
- Source: https://developer.ant-ling.com/en/blogs/promptcot
- Record: https://forck.live/items/22353-promptcot-promptcot-mamba-advancing-the-frontiers-of-reasoning
- Subject: Ling / Ring / Ming

PromptCoT-Mamba released! Introducing an attention-free foundation model for reasoning tasks. Apr 11, 2025 : PromptCoT-QwQ-32B model and its training data released, achieving new state-of-the-art results. Mar 7, 2025 : PromptCoT project launched, including the problem generation model, distilled models (PromptCoT-DS series), and associated datasets. Overview This repository unifies two synergistic projects aimed at advancing the frontiers of mathematical and code reasoning in Large Language Models (LLMs): PromptCoT and PromptCoT-Mamba . PromptCoT (Synthesizing Olympiad-Level Problems for Mathematical Reasoning in Large Language Models) addresses the critical challenge of acquiring high-quality, complex problems for training advanced LLMs. It introduces a novel methodology to systematically generate Olympiad-level mathematical problems by modeling the rationale behind expert problem design. This approach not only enhances problem diversity and difficulty but also ensures logical consistency in problem construction, providing a scalable solution for creating robust training datasets. …

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Record: https://forck.live/items/22353-promptcot-promptcot-mamba-advancing-the-frontiers-of-reasoning
Catalogue: https://forck.live/llms.txt
Current issue: https://forck.live/feed.md