Author

Warit Sirichotedumrong

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#natural language process... Preprint Oct 2026

AMLworld-Compact: Importance-Weighted Downsampling for Cost-Effective LLM Evaluation and Error Diagnosis

Evaluating large language models (LLMs) on AMLworld's smallest test splits is costly because each of over a million targets requires a separate graph prompt. Sampling reduces this cost, but small balanced subsets change unweighted precision and F1. We introduce AMLworld-Compact, an evaluation set that retains every ill...

Natapong Nitarach, Phume Ngampornsukswadi, Pittawat Taveekitworachai et al. · 0 citations

#natural language process... Preprint Sep 2026

Typhoon ASR Streaming: Steerable Low-Latency Thai Speech Recognition with Real-Time Shallow Fusion

A deployable system for streaming Thai ASR that lets a user steer its vocabulary at decode time, without retraining is presented, which lifts keyword recall from 16.6% to 20.7% at no accuracy cost and negligible overhead.

Warit Sirichotedumrong, Tanawin Samutsin, Shahira Wani et al. · 0 citations

#artificial intelligence Preprint Sep 2026

Building and Evaluating Fixed-Voice Thai TTS from Synthetic Speech

The resulting 82M-parameter model, Wayu-Paxa-TTS-Edge, enables on-device Thai TTS without reference audio and achieves the lowest pause-placement error and intra-word pause rates among the three systems.

Kunat Pipatanakul, Potsawee Manakul, Warit Sirichotedumrong et al. · 1 citation