Pith Number

pith:GZ3KNNQE

pith:2023:GZ3KNNQEKNEAJAB4XE3ZR555K4

not attested not anchored not stored refs pending

Enabling Language Models to Implicitly Learn Self-Improvement

Heng Ji, Hongkun Yu, Le Hou, Tianjian Lu, Yuexin Wu, Yunxuan Li, Ziqi Wang

arxiv:2310.00898 v4 · 2023-10-02 · 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{GZ3KNNQEKNEAJAB4XE3ZR555K4}

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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

Temporal Self-Rewarding Language Models: Decoupling Chosen-Rejected via Past-Future

Receipt and verification

First computed	2026-07-05T09:06:24.491902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3676a6b604534804803cb93798f7bd57054e32ea0dacd725094b4bc247d55dd1

Aliases

arxiv: 2310.00898 · arxiv_version: 2310.00898v4 · doi: 10.48550/arxiv.2310.00898 · pith_short_12: GZ3KNNQEKNEA · pith_short_16: GZ3KNNQEKNEAJAB4 · pith_short_8: GZ3KNNQE

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/GZ3KNNQEKNEAJAB4XE3ZR555K4 \
  | 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: 3676a6b604534804803cb93798f7bd57054e32ea0dacd725094b4bc247d55dd1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a46e957092196ba704d47507f170a4d481e6320e9c1ff3d6dbe46da6e1d38649",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-10-02T04:29:40Z",
    "title_canon_sha256": "b13ac611c15603a6122083a4bd67e0095b09b341f7ef0bf171c82d515ad04c8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00898",
    "kind": "arxiv",
    "version": 4
  }
}