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Lewis Adkins

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#small language model Open access Oct 2026

Verified Self-Training in a Small Language Model: A Prespecified Case Study on GSM-Symbolic (paper, code and results)

Paper (preprint, not peer-reviewed), code, dated decision rules and aggregate results for a single-round verified self-training study with LoRA on Qwen3-1.7B-Base. None of the four sequentially prespecified primary tests met its criterion; the intended human-reference positive control also failed to show improvement. G...

Lewis Adkins · 0 citations

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