Research documents assess Nemotron ancestry, evaluation methods and data suppliers
New research records ancestry conflicts for the proposed Nemotron 3 Ultra target and outlines performance evaluation and supplier review proposals. The performance review reports no model downloads or benchmark runs.
Model ancestry
The research identifies Qwen and DeepSeek training dependencies in Nemotron 3 Ultra, which fails the earlier no-Qwen screen. It preserves Minitron alternatives as conditional research candidates without certifying their complete training ancestry.
Proposed performance evaluation
The review separates Nemotron Super comparison results from the proposed Ultra target. It proposes measuring cost per verified outcome, including retries, tools and validation. Proposed acceptance criteria cover correctness, authorized source access, supported citations and valid tool behavior.
Supplier research
The supplier review distinguishes named relationships, reported customers, historical arrangements and unverified commercial offerings. It proposes contributor syndicates supplying licensed works, expert demonstrations and evaluation tasks, with attribution and rewards through explicit agreements. The review approves no supplier.
Files in this change
| File | Change | Lines |
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docs/CHAT_HISTORY.md | added | +478 −0 |
docs/NEMOTRON_NO_QWEN_RESEARCH.md | added | +67 −0 |
docs/NEMOTRON_PERFORMANCE_SOURCE_REVIEW.md | added | +31 −0 |
docs/UPSTREAM_AI_DATA_SUPPLIERS_RESEARCH.md | added | +158 −0 |