---
license: cc0-1.0
tags:
- research-notes
- self-supervised
- wip
- reading-list
---

# Toward Self Supervised (planning notes)

## Overview

Reading notes and an experiment sketch for **Self Supervised**. The repository emphasizes what still needs to be tested instead of manufacturing scores or release claims.

Comments and corrections can be left in the discussion tab.

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## What is covered

* research question scope and likely confounders
* one proposed comparison against matched baselines
* evaluation context such as task-appropriate public benchmarks named in the main note
* reproducibility checks and open questions

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## Scope and limitations

Exploratory by design: no benchmark claims, no completed ablations, no released code, no trained checkpoint. The references are a starting point for verification, not evidence that the study has run.

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## Changelog

* 2026-10-19 — initial upload
* 2026-10-20 — config and docs sync

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## Environment

| Item | Value |
|---|---|
| Python | >= 3.9 |
| torch | 2.x |
| safetensors | any recent |
| transformers | optional, for loaders |

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## Related work

References use a author-year citation style and will be consolidated once the reading list settles.

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## Files

* `review.md` — primary artifact
* `README.md` — this documentation
* `config.json` — architecture configuration
* `training_args.json` — default experiment settings
* `model.safetensors` — initialization checkpoint

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## License

Distributed under the **cc0-1.0** license. External datasets keep their own terms — check them separately.