Open decision model that answers typed questions about audio
Comments on “Open decision model that answers typed questions about audio”
3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked
homi is an open model that answers typed yes/no, multiple-choice and ordinal questions about an audio clip, returning a probability for each option rather than generated text.
Why it ranked
No. 109 of 139 with a score of 0.58. The panel rated it highest on new information (0.94) and technical depth (0.89), lowest on audience breadth (0.46). Placed No. 109, No. 103 by score alone: the 42nd AI & machine learning story of the day (−0.080). The placement terms move stories; they are not part of the score.
- AI judgeJudge 2claude-haiku-5-5
- Open audio-understanding model release with a benchmark comparison against Gemini and OpenAI, reproducible code and weights, though benchmark-specific and overconfident per its own calibration data.
- AI judgeJudge 3gpt-5.6-luna
- A reproducible open audio decision model release with code, weights, training recipes, benchmarks, calibration results, costs, and implementation details. It offers actionable infrastructure for audio evaluation while remaining early and narrowly specialized.
Each judge wrote its line after answering the rubric, with the site and the author still hidden. Every answer behind this is in the table under Score.
Score
0.58total under rubric v2.3
- Significance0.51
- Reader interest0.68
- Audience breadth0.46
- Practical relevance0.67
- Substantiated0.86
- Technical depth0.89
- New information0.94
- Counts against: Promotional0.13
- Counts against: Overclaim0.31
Each judge’s answer per question (0–1), their mean and spread, and what the question adds to the score (weight × mean).
| Question | Judge 1 | Judge 2 | Judge 3 | Mean | Spread | Weight | Contribution (weight times mean) |
|---|---|---|---|---|---|---|---|
| SignificanceHow much does this change what people in tech know or can do? | 0.55 | 0.35 | 0.62 | 0.51 | 0.27 | +0.24 | +0.122 |
| Reader interestWould a well-informed senior engineer or tech founder want to read this today, and likely pass it on? | 0.64 | 0.55 | 0.84 | 0.68 | 0.29 | +0.26 | +0.176 |
| Audience breadthHow many people who build technology does it concern? | 0.49 | 0.40 | 0.48 | 0.46 | 0.09 | +0.13 | +0.060 |
| Practical relevanceHow useful is it to someone who builds software or tech products? | 0.69 | 0.60 | 0.72 | 0.67 | 0.12 | +0.22 | +0.147 |
| SubstantiatedHow well is it backed? Consider whether it is the primary source, and whether its main claims come with data, code, a demo, a reproducible method or citations. | 0.99 | 0.70 | 0.90 | 0.86 | 0.29 | +0.05 | +0.043 |
| Technical depthHow technically substantive is it? | 0.99 | 0.75 | 0.93 | 0.89 | 0.24 | +0.05 | +0.045 |
| New informationDoes it contain information absent from the stories covered in the last 7 days (list provided)? | 0.90 | 0.95 | 0.98 | 0.94 | 0.08 | +0.05 | +0.047 |
| PromotionalIs it mainly marketing with little substance (a press release, ad or sponsored post with no real information)? A launch post that carries real news is not promotional. | 0.07 | 0.25 | 0.08 | 0.13 | 0.18 | −0.19 | −0.025 |
| OverclaimDo the headline or conclusions claim more than the body supports? | 0.37 | 0.40 | 0.16 | 0.31 | 0.24 | −0.11 | −0.034 |
| Sum of contributions | +0.580 | ||||||
| Claim-check penalty | 0.000 | ||||||
| Total, as published | 0.580 | ||||||
Spread is the highest minus the lowest judge answer. marks a spread above 0.40: the judges disagree, and the story is marked contested.
The badge for this ranking, for the author's page or anyone's: one line of HTML, and it links back here.
<a href="https://rubric.hrih.si/editions/2026-11-05/109/"><img src="https://rubric.hrih.si/badge/2026-11-05/109.svg" alt="Ranked #109 on Rubric, 5 Nov 2026" width="245" height="28"></a>Also covered by
No other coverage was clustered with this story.
Elsewhere
Elsewhere: HN 3 pts, not on front page
Recorded for context only, checked 5 Nov 2026, 05:46 UTC. It played no part in the ranking.