Pith Number

pith:QBNPYWZS

pith:2026:QBNPYWZSFDSTAVBR2PU2LKTZKI

not attested not anchored not stored refs pending

Test-Time Detoxification without Training or Learning Anything

Baturay Saglam, Dionysis Kalogerias

arxiv:2602.02498 v2 · 2026-01-14 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QBNPYWZSFDSTAVBR2PU2LKTZKI}

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.

Cited by

1 paper in Pith

Self-Improving In-Context Learning

Receipt and verification

First computed	2026-06-30T01:17:33.531811Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

805afc5b3228e5305431d3e9a5aa795205c034ac6a9ea2da00bb7e7260e3428a

Aliases

arxiv: 2602.02498 · arxiv_version: 2602.02498v2 · doi: 10.48550/arxiv.2602.02498 · pith_short_12: QBNPYWZSFDST · pith_short_16: QBNPYWZSFDSTAVBR · pith_short_8: QBNPYWZS

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/QBNPYWZSFDSTAVBR2PU2LKTZKI \
  | 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: 805afc5b3228e5305431d3e9a5aa795205c034ac6a9ea2da00bb7e7260e3428a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb90afddab03e6b3453135c3a0f93c34c3ae445c4a3348a0b35d774769f904f3",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-01-14T11:54:23Z",
    "title_canon_sha256": "09ef15d02de077f003f0d4cb2e62718d40eb621f95cc43b2f9f3b64eeabbe84c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.02498",
    "kind": "arxiv",
    "version": 2
  }
}