Pith Number

pith:CMK5435C

pith:2024:CMK5435CCMC45FU53QYSU2TW4U

not attested not anchored not stored refs pending

Beyond Human Data: Aligning Multimodal Large Language Models by Iterative Self-Evolution

Changxing Ding, Chao Xue, Qiong Cao, Wentao Tan, Yibing Zhan

arxiv:2412.15650 v1 · 2024-12-20 · 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{CMK5435CCMC45FU53QYSU2TW4U}

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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

Compared to What? Baselines and Metrics for Counterfactual Prompting

Receipt and verification

First computed	2026-07-05T09:52:27.716102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1315de6fa21305ce969ddc312a6a76e52f2c16d2d9ccc135189808cf4931448d

Aliases

arxiv: 2412.15650 · arxiv_version: 2412.15650v1 · doi: 10.48550/arxiv.2412.15650 · pith_short_12: CMK5435CCMC4 · pith_short_16: CMK5435CCMC45FU5 · pith_short_8: CMK5435C

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/CMK5435CCMC45FU53QYSU2TW4U \
  | 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: 1315de6fa21305ce969ddc312a6a76e52f2c16d2d9ccc135189808cf4931448d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "73d6e35563f95d2487b059b5ebf98a7afe8b87f8444fdd31ccd4faacc0fe1d9e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-20T08:06:00Z",
    "title_canon_sha256": "4ab00beb2391238118abc0349ea63485fddd9c88da7b455bc9773a520f22d901"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.15650",
    "kind": "arxiv",
    "version": 1
  }
}