Pith Number

pith:TJO6ZOTA

pith:2024:TJO6ZOTASS3GHLSCGV674U26V6

not attested not anchored not stored refs pending

CEM: A Data-Efficient Method for Large Language Models to Continue Evolving From Mistakes

Chengyu Du, Haixia Han, Haokun Zhao, Jiaqing Liang, Jie Shi, Yanghua Xiao

arxiv:2404.08707 v7 · 2024-04-11 · cs.LG · cs.AI · 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{TJO6ZOTASS3GHLSCGV674U26V6}

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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

2 papers in Pith

Adapt to Thrive! Adaptive Power-Mean Policy Optimization for Improved LLM Reasoning

Free Energy-Driven Reinforcement Learning with Adaptive Advantage Shaping for Unsupervised Reasoning in LLMs

Receipt and verification

First computed	2026-07-05T09:49:42.102530Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a5decba6094b663ae42357dfe535eafa10f0dc709c3e11b2ff83beaffcc31c0

Aliases

arxiv: 2404.08707 · arxiv_version: 2404.08707v7 · doi: 10.48550/arxiv.2404.08707 · pith_short_12: TJO6ZOTASS3G · pith_short_16: TJO6ZOTASS3GHLSC · pith_short_8: TJO6ZOTA

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/TJO6ZOTASS3GHLSCGV674U26V6 \
  | 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: 9a5decba6094b663ae42357dfe535eafa10f0dc709c3e11b2ff83beaffcc31c0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d613bc6ba9615b941777c06bb9b239f0d0993d7861600f763206c51867a7c0d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-11T17:44:56Z",
    "title_canon_sha256": "4e0d4fd7922241c9cc713c4b9b70c74bf3e7454160e0cef1db2086e7f483d882"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.08707",
    "kind": "arxiv",
    "version": 7
  }
}