Pith Number

pith:MNVEUFBY

pith:2024:MNVEUFBYWGTSX6WZEJQSONWSU2

not attested not anchored not stored refs pending

LLMs Could Autonomously Learn Without External Supervision

Anningzhe Gao, Benyou Wang, Junying Chen, Ke Ji, Wenya Xie, Xiang Wan

arxiv:2406.00606 v2 · 2024-06-02 · 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{MNVEUFBYWGTSX6WZEJQSONWSU2}

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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

On the Generalization Gap in Self-Evolving Language Model Reasoning

Receipt and verification

First computed	2026-07-05T08:28:41.838609Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

636a4a1438b1a72bfad922612736d2a68d8956e1b51b6622c8b74b1b1520e719

Aliases

arxiv: 2406.00606 · arxiv_version: 2406.00606v2 · doi: 10.48550/arxiv.2406.00606 · pith_short_12: MNVEUFBYWGTS · pith_short_16: MNVEUFBYWGTSX6WZ · pith_short_8: MNVEUFBY

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/MNVEUFBYWGTSX6WZEJQSONWSU2 \
  | 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: 636a4a1438b1a72bfad922612736d2a68d8956e1b51b6622c8b74b1b1520e719

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "22514df90be602a7dc54518df822ff6429f2a2248b0c4a10ae7cbfb129206f08",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-02T03:36:37Z",
    "title_canon_sha256": "37a0a71c1da11a3f7bf32af3c857b7612ffb1e48cdaed5495364b146d2f2a995"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.00606",
    "kind": "arxiv",
    "version": 2
  }
}