Pith Number

pith:NBUNZJQQ

pith:2026:NBUNZJQQ7FGR2LAHRK6PDLQAZP

not attested not anchored not stored refs pending

It Takes One to Bias Them All: Breaking Bad with One-Shot GRPO

Clayton Scott, Naichen Shi, Naihao Deng, Rada Mihalcea, Yilun Zhu

arxiv:2606.10931 v1 · 2026-06-09 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NBUNZJQQ7FGR2LAHRK6PDLQAZP}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Receipt and verification

First computed	2026-06-10T01:10:48.720648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6868dca610f94d1d2c078abcf1ae00cbc407be06da17ce2b1c315176583f2fe0

Aliases

arxiv: 2606.10931 · arxiv_version: 2606.10931v1 · doi: 10.48550/arxiv.2606.10931 · pith_short_12: NBUNZJQQ7FGR · pith_short_16: NBUNZJQQ7FGR2LAH · pith_short_8: NBUNZJQQ

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/NBUNZJQQ7FGR2LAHRK6PDLQAZP \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 6868dca610f94d1d2c078abcf1ae00cbc407be06da17ce2b1c315176583f2fe0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6dd5a269065e0265c66bd202739a804ada7ab3430ceb6762578a9a1cbba6274d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-09T14:44:01Z",
    "title_canon_sha256": "e5c47ff66b21c965e23e6f69e3d097c12d9554471cb32d8fd8c0a4d224544d06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10931",
    "kind": "arxiv",
    "version": 1
  }
}