schema int64 | observations int64 | files list | license string | transformation string |
|---|---|---|---|---|
1 | 824 | [
{
"path": "artifacts/assistant_axis.pt",
"sha256": "8c2db631190ed06d5a0034cc9eccaeb9235431ea5880429652f95874f19c22f5",
"bytes": 209014
},
{
"path": "artifacts/cache/shard_0/manifest.json",
"sha256": "5648d835489b9910393033b2a0ddd93154f6cb20fc3887fd4fa1ee3049d1d67e",
"bytes": 565
},
{... | MIT | Generated code and unused metadata removed; activations, axis, labels, matching strata and lengths unchanged. |
Assistant Axis reward-hacking observations
824 observations from GPT-OSS-120B layer 17 (hidden size 2880), six cache shards, and the original Assistant Axis tensor. Labels include 189 flagged hacks (157 strong, 32 weak) and 635 unflagged observations across 41 problems. Negative labels are unflagged, not independently confirmed non-hacks.
Koby Lewis developed the Assistant Axis extraction and reward-hacking setup; Jansen Nye conducted the controls and analysis. Assistant Axis methodology is from Lu et al., https://github.com/safety-research/assistant-axis. Research conducted at BYU DRAGN Labs.
Generated source code has been removed from record metadata. Original activations, outcome labels, matching strata, token counts, and extraction identity are preserved. No full conversations or base model weights are included. This supports statistical reanalysis, not independent relabeling of hacking behavior or repeating extraction.
Extract into the repository root at https://github.com/JansenNye/assistant-axis-reward-hacking and follow its README. The 256- and 2000-direction analyses, held-out baseline, and noise experiment were rerun from this reduced bundle and compared with the archived outputs. A SHA-256 manifest lists every input file. The original transcript hash describes extraction provenance, not the reduced metadata file.
MIT licensed; copyright 2026 Jansen Nye and contributors. See LICENSE.
Archive SHA-256: b3df15d8331ec73410c7e92116fe1c3fe2a500748e24a2853b5bd77d3da13129
The archive extracts entirely under artifacts/, preserving repository files.
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