---
pretty_name: SBPN + MMS Final Vote — Five-Episode Manual Review Set
license: other
task_categories:
- automatic-speech-recognition
language:
- en
- yo
- ig
- ha
- pcm
gated: true
extra_gated_heading: "Request access for manual review"
extra_gated_description: "Access is manually approved. Explain your review purpose and do not redistribute the audio."
extra_gated_button_content: "Submit access request"
extra_gated_fields:
  Intended review purpose: text
  Organization or project: text
  I agree not to redistribute the audio: checkbox
---

# SBPN + MMS final-vote five-episode review set

This dataset contains **474** final selected clips (0.59 hours)
from five source episodes. It is intentionally marked **pending manual review**.

## Selection policy

One winner is retained per transcript chunk using:

```text
frozen_vote
+ 0.10 * mean_rank(MMS_forward, SBPN_forward)
+ 0.10 * mean_rank(-SBPN_previous_context_gain, -SBPN_next_context_gain)
```

Ranks are calculated only among candidate cuts for the same chunk. This policy was
selected with five-fold oracle cross-validation, but these particular production
winners have not all been certified by a listener.

## Manual review fields

Every row begins with `review_status="pending"` and `needs_manual_review=true`.
Reviewers should fill `review_decision`, `review_comment`,
`review_start_direction`, and `review_end_direction` in a downstream copy or PR.
Existing hand-labelled comments are included when an exact candidate identity exists.

## Included source episodes

- `ArtistsSUEDforPlagiarism!_GZcldY7vX1E_part2`
- `Episode250__TheRealOG'sat250!_NYeboX1E2gc_part7`
- `Victonyft.TerryG-TANKOReaction_OfficialStreetFansFirst-listenReview_RYACTGYqRKY_part1`
- `BREKETEFAMILYPROGRAM9THAUGUST,2017_rygZ8CN9tNs_part4`
- `ChristmasChicken_8ABvIJH2TjU_part3`

## Access and licence

Access requests require manual owner approval. No redistribution licence is granted
for the source audio by this dataset card. SBPN-derived scores are research evidence;
the SBPN model itself is distributed under CC BY-NC-SA 4.0/non-commercial terms.