JEV / code /reports

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Model card: tested on fresh, real-world data — independent gold-label benchmark vs TypeSafe Jev 1.13 (97% at 2 options, 90% at 16), HN/V2EX examples, 9B vs 27B guidance
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vLLM inference: adapter_vllm/ (decision head as lm_head LoRA), model card section "Inference with vLLM", OpenAI client, measured speed
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v0.8.0 dual-head bundle: pristine Qwen3.5-9B backbone + lm_head (bit-identical, HumanEval 70.7% = base) + unmerged LoRA decision adapter + 24-slot head; card: one backbone two heads
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v0.8.0: continued training to 0.93 epoch with LR annealing — t30k KL 0.0276→0.0210, choice top-1 0.884→0.898, score MAE 0.119→0.103, ECE 0.0014→0.0007
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Upload JEV v0.7.0 (Qwen3.5-9B distilled from Jev 1.13)
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