Document training status and release requirements
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README.md
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license: apache-2.0
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---
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license: "apache-2.0"
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language:
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- en
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- zh
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tags:
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- physics
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- research
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- experimental
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- training-in-progress
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# HyperSol/ResearchPhysics-27B
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**训练中 / Training in progress — experimental, unreleased.**
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Status updated: 2026-10-29. This is the maintainer-declared project stage. It does
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not attest that a GPU job is currently running, that training has completed, or
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that a checkpoint has passed evaluation. This repository is not a validated
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model release. Existing files, if any, have not been certified by this card.
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## Model description and scope
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ResearchPhysics studies whether research-paper-derived problems involving
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interacting physical mechanisms and constraints can improve multi-step reasoning
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on unseen papers and tasks. This repository is reserved for the 27B research track. The main planned comparison uses matched Qwen3.5-27B Base/SFT with thinking enabled; this plan does not identify the base of an uploaded checkpoint. The repository name identifies the intended
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experiment family; it does not establish the architecture or parameter count of
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any files present here. No capability or improvement claim is made at this stage.
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Intended use: controlled research after a specific checkpoint and its provenance
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have been verified. Outputs can contain incorrect equations, assumptions,
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citations, or conclusions and require independent scientific checking.
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## Provenance required for a release
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| Field | Current disclosure |
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| --- | --- |
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| Exact base model and immutable revision | Pending checkpoint-specific verification |
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| Architecture, parameter count and tokenizer | Pending checkpoint/config verification |
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| Training method and run ID | Supervised fine-tuning (SFT), intended main comparison; exact run binding pending |
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| Training code commit and dependency versions | Pending immutable release manifest |
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| Training data snapshot, revision and SHA256 | Private; exact checkpoint-to-snapshot binding pending |
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| Hyperparameters, thinking/template settings, masking and seeds | Pending actual executed configuration |
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| Hardware, duration and training completion | Not certified by this repository card |
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| Checkpoint step/epoch and weight hashes | Pending verified export |
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| Base-model and training-data usage terms | Pending checkpoint-specific license review |
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The private data repository for this track is [HyperSol/ResearchPhysics-SFT](https://huggingface.co/datasets/HyperSol/ResearchPhysics-SFT).
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It is a separate access-controlled repository. A link does not imply that a
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snapshot has been uploaded, that access is granted, or that the data may be
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redistributed. Supervision sources and formatting variables must be disclosed
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for each released checkpoint.
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## Evaluation and evidence
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No independently verified results are published in this card. A future result
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must identify the exact Base/SFT/RL checkpoint, held-out split and contamination
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controls, evaluation version, thinking/token budget, generation settings, scoring
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protocol, sample count, uncertainty and failure cases. Comparisons must use
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matched settings and distinguish training-set observations from held-out
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benchmarks. Missing scores are unscored, not zero.
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Training loss, successful export, or readable model files do not establish
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scientific validity, generalization, or a causal training benefit. Historical
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9B explorations must not be pooled with the matched 27B Base/SFT main comparison.
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## Limitations, risks and permitted interpretation
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Physics reasoning can fail through invalid approximations, omitted boundary
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conditions, dimensional errors or incomplete derivations. Answer fluency does
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not establish correctness. Robustness, memorization, benchmark contamination,
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out-of-domain behavior and safety have not been established for a release here.
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The model is not validated for consequential engineering or scientific decisions.
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## Access, licensing and availability
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The model repository is public; training datasets remain private. Public
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visibility does not grant access to private data or replace applicable upstream
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licenses. Existing license metadata has been retained; its applicability to a future checkpoint still requires verification.
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No supported inference command is provided until tokenizer/template compatibility
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and a specific exported checkpoint have been verified. Do not infer download
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readiness from the repository name or this status card.
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## Release checklist
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- [ ] Pin the base model, code, executed configuration and data snapshot.
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- [ ] Verify exported weights, tokenizer/template and checkpoint hashes.
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- [ ] Complete checkpoint-specific license and data-use review.
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- [ ] Publish a matched independent evaluation with failure analysis.
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- [ ] Replace this training-status card with a versioned release card.
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This card does not alter existing weights. Earlier cards remain in the
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repository commit history. Project stage and release claims must be updated
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from evidence rather than inferred from an upload.
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