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README.md
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# DramaBox reinterpretations — reward-ranked top 3 of 64
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**~
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[`laion/moss-tts-local-transformer-4.55b-voice-acting-v2`](https://huggingface.co/laion/moss-tts-local-transformer-4.55b-voice-acting-v2),
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with the three highest-reward takes published here
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The companion release [`…-raw64`](#) keeps all 64 candidates per group, so the full reward
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distribution — not just its upper tail — stays available.
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exactly. That is largely the disfluent source text, not model failure — the acoustic quality is
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much better than the WER suggests.
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## Scope
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distinct edge-case categories** (`ec000` … `ec261`), roughly evenly.
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## Contents
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| `data/top3-NNNN.parquet` | per-shard manifest (key, reward, WER, duration, blend, genuineness, burst count) |
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| `manifest.parquet` | all shards concatenated |
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Key format: `<src_id>.top<rank>`, rank ∈ {1,2,3} by descending reward.
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### Per-clip JSON
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`prompt_general`, `prompt_script`) and the source identity (`src_id`, `src_duration`,
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`category`).
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**
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corpus.
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## The LoRAs used
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- Top-3 selection means this release is the **upper tail** of the reward distribution by
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construction. For unbiased analysis use the raw-64 companion.
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- The `top3` flag was verified against a fresh ranking by `reward_v1c` on 400 groups —
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**400/400 agreement**.
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## License
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# DramaBox reinterpretations — reward-ranked top 3 of 64
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**~20,000 acting prompts, each re-performed 64 times by
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[`laion/moss-tts-local-transformer-4.55b-voice-acting-v2`](https://huggingface.co/laion/moss-tts-local-transformer-4.55b-voice-acting-v2),
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with the three highest-reward takes published here — plus the original DramaBox clip each one
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reinterprets.** Roughly 80,000 audio files (~20k originals + ~60k takes).
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The companion release [`…-raw64`](#) keeps all 64 candidates per group, so the full reward
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distribution — not just its upper tail — stays available.
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exactly. That is largely the disfluent source text, not model failure — the acoustic quality is
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much better than the WER suggests.
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## Scope
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**Complete: ~20,000 groups over both halves.**
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- the **edge-case half** — 10,000 groups over **262 distinct edge-case categories**
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(`ec000` … `ec261`), roughly evenly;
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- the **prod1M half** — ~10,000 groups over the non-edge DramaBox material (the Gemma-authored
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acting prompts, stratified by `pathway`).
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Each group now ships **the original DramaBox clip alongside its three reinterpretations**, so a
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take can be compared against what it reinterprets without resolving `src_id` anywhere else.
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Cite the number in `manifest.parquet` rather than a round figure.
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## Contents
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| `data/top3-NNNN.parquet` | per-shard manifest (key, reward, WER, duration, blend, genuineness, burst count) |
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| `manifest.parquet` | all shards concatenated |
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Key format: `<src_id>.top<rank>`, rank ∈ {1,2,3} by descending reward, plus **`<src_id>.orig`**
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— the original DramaBox source clip for that group, so every group is four audio files. The
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original's JSON carries `is_original: true`, `rank: 0` and the prompt, but no reward or model
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scores (it is not a candidate). Filter it out with `is_original` or `rank > 0` when you want only
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the generations.
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### Per-clip JSON
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`prompt_general`, `prompt_script`) and the source identity (`src_id`, `src_duration`,
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`category`).
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**The original source audio IS included** as `<src_id>.orig.mp3` (see key format above), so no
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lookup against the DramaBox staging corpus is needed.
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## The LoRAs used
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- Top-3 selection means this release is the **upper tail** of the reward distribution by
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construction. For unbiased analysis use the raw-64 companion.
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- The `top3` flag was verified against a fresh ranking by `reward_v1c` on 400 groups —
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**400/400 agreement**. Note that this check sampled the **edge half only**, which is exactly
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why it did not catch the issue below.
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### A ranking bug that affected the prod1M half (fixed before release)
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Worth stating plainly, because it is the kind of failure that ships silently.
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The reward's similarity term `s` compares a candidate against the **source clip's** emotion
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profile, so it needs the source clip scored. The edge half carries those scores already; the
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prod1M half does not, and the step that computes them
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(`src_scores_prod1m.parquet`) **was never run**. The annotator's reward block is guarded by a
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lookup of that table, so for every prod1M group it was skipped, leaving each candidate without a
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`reward_v1c`. Ranking then fell through to `sorted(..., key=lambda i: -c.get("reward_v1c", -1e9))`
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— every candidate tied, Python's sort is stable, and **the input order survived as the
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"ranking"**. The "top 3" for that half was candidates 0, 1, 2 of 64.
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Nothing downstream could tell: three candidates were flagged per group, `rank_in_group` was
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populated 0…63, and the schema validated. Only the *values* gave it away — a real ranking is a
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permutation, and this one was the identity.
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**Resolution.** The source vectors were computed, `reward_v1c` was recomputed for every affected
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group, and the shards were rebuilt. The packer now refuses to run if the source-score table is
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missing, and a gate samples the rescored groups and aborts if `top3` is still `[0,1,2]`. The
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published shards are ranked by the reward described above throughout.
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**If you downloaded this dataset before 2026-08-08**, the prod1M shards you have are arbitrary
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picks rather than top-3. The edge-half shards were always correctly ranked.
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## License
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