Unintended Disclosure Through Revision Traces of LLM Deliverables
Comments on “Unintended Disclosure Through Revision Traces of LLM Deliverables”
3 judges. Scored by all three judges. Only the day’s top stories get the claim check. How far stories are checked
Researchers studied how LLM assistants can leak withdrawn information through "revision traces," where a model removes a sensitive item (like a password) from a deliverable but then restates it while describing the edit, letting recipients recover it. In public conversation logs, 8.8% of revision requests left such traces.
Why it ranked
No. 56 of 124 with a score of 0.61. The panel rated it highest on new information (0.92) and substantiated (0.90), lowest on significance (0.62). Older work: a freshness penalty of 0.100.
Every answer behind this is in the table under Score.
Score
0.61total under rubric v2.2
- Significance0.62
- Reader interest0.77
- Audience breadth0.68
- Practical relevance0.74
- Substantiated0.90
- Technical depth0.86
- New information0.92
- Counts against: Promotional0.03
- Counts against: Overclaim0.16
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) |
|---|---|---|---|---|---|---|---|
| Significance | 0.64 | 0.45 | 0.76 | 0.62 | 0.31 | +0.24 | +0.148 |
| Reader interest | 0.71 | 0.70 | 0.90 | 0.77 | 0.20 | +0.26 | +0.200 |
| Audience breadth | 0.79 | 0.60 | 0.66 | 0.68 | 0.19 | +0.13 | +0.089 |
| Practical relevance | 0.81 | 0.60 | 0.81 | 0.74 | 0.21 | +0.22 | +0.163 |
| Substantiated | 1.00 | 0.80 | 0.91 | 0.90 | 0.20 | +0.05 | +0.045 |
| Technical depth | 0.94 | 0.75 | 0.88 | 0.86 | 0.19 | +0.05 | +0.043 |
| New information | 0.90 | 0.90 | 0.97 | 0.92 | 0.07 | +0.05 | +0.046 |
| Promotional | 0.04 | 0.05 | 0.01 | 0.03 | 0.04 | −0.19 | −0.006 |
| Overclaim | 0.19 | 0.20 | 0.08 | 0.16 | 0.12 | −0.11 | −0.017 |
| Sum of contributions | +0.710 | ||||||
| Freshness penalty | −0.100 | ||||||
| Claim-check penalty | 0.000 | ||||||
| Total, as published | 0.610 | ||||||
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 freshness penalty is for older work: this one was first published 28 Sept 2026.
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/2026-10-27/56/"><img src="https://rubric.hrih.si/badge/2026-10-27/56.svg" alt="Ranked #56 on Rubric, 27 Oct 2026" width="245" height="28"></a>Also covered by
No other coverage was clustered with this story.
Elsewhere
Elsewhere: HN 1 pts, not on front page
Recorded for context only, checked 27 Oct 2026, 05:46 UTC. It played no part in the ranking.