ASCRIBE: Atomic and Significance-Based Reasoning for Thai Clinical SOAP Note Generation

arXiv:2610.01234 · cs.CL · Submitted 2026-10-01 · Read on arXiv

cs.CL

Submitted: 2026-10-01

Updated: 2026-10-01

Code: https://github.com/loolootech/ascribe

Terminology

• GRPO — 46× in this paper · explained in 6 episodes
• LLM judge — 20× in this paper · explained in 2 episodes
• Structured Reasoning — 19× in this paper · explained in 3 episodes
• Grounding — 14× in this paper · explained in 3 episodes
• Fine-Tuning — 13× in this paper · explained in 5 episodes
• Trace — 12× in this paper · explained in 2 episodes
• Alignment — 10× in this paper · explained in 1 episode
• Benchmark — 8× in this paper · explained in 2 episodes
• Hallucination — 8× in this paper · explained in 3 episodes
• Robustness — 7× in this paper · explained in 5 episodes
• Redundancy — 4× in this paper · explained in 2 episodes
• Reinforcement Learning — 4× in this paper · explained in 4 episodes
• National Health Security Office — 3× in this paper
• Supervised Fine-Tuning — 3× in this paper
• Accuracy — 2× in this paper · explained in 1 episode
• Chain-of-Thought Prompting — 2× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Low-Resource Languages — 2× in this paper · explained in 4 episodes
• Reward Function — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Accountability — 1× in this paper · explained in 2 episodes
• Actor — 1× in this paper · explained in 3 episodes
• Adam — 1× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Automatic Speech Recognition (ASR) — 1× in this paper · explained in 2 episodes
• Benchmarking — 1× in this paper · explained in 3 episodes
• Calibration — 1× in this paper · explained in 7 episodes
• Core — 1× in this paper · explained in 2 episodes
• Distillation — 1× in this paper · explained in 2 episodes
• Embeddings — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• Graph Construction — 1× in this paper · explained in 3 episodes
• Group Relative Policy Optimization — 1× in this paper
• Health Insurance Portability and Accountability Act — 1× in this paper
• Knowledge Distillation — 1× in this paper · explained in 11 episodes
• LLM-as-a-Judge — 1× in this paper · explained in 3 episodes
• Large Language Models (LLMs) — 1× in this paper · explained in 6 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Semantic Similarity — 1× in this paper · explained in 2 episodes
• Supervised Fine-Tuning (SFT) — 1× in this paper · explained in 8 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes
• Verifiable Rewards — 1× in this paper · explained in 2 episodes

Sources

• M3-Embedding: Multi-Linguality, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation
• When Reasoning Hurts: Source-Aware Evaluation of Frontier LLMs for Clinical SOAP Note Generation
• Optimizing Long-Form Clinical Text Generation with Claim-Based Rewards
• Assessing Thai Dialect Performance in LLMs with Automatic Benchmarks and Human Evaluation
• Extrinsically-Focused Evaluation of Omissions in Medical Summarization
• DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
• Gemma 4 Technical Report
• Guiding Clinical Reasoning with Large Language Models via Knowledge Seeds
• Why Chain of Thought Fails in Clinical Text Understanding

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