Pith Number

pith:S6W53TJI

pith:2025:S6W53TJI7LHMPDQ3TQG3EJDM6K

not attested not anchored not stored refs pending

MENTOR: A Metacognition-Driven Self-Evolution Framework for Uncovering and Mitigating Implicit Domain Risks in LLMs

Chaochao Lu, Guangze Ye, Guoqing Wang, Jie Zhou, Jingqi Huang, Kaicheng Shen, Liang He, Liang Shan, Qingshan Liu, Wen Wu, Yan Teng, Zhenyu Ying

arxiv:2511.07107 v3 · 2025-11-10 · 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{S6W53TJI7LHMPDQ3TQG3EJDM6K}

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.

Receipt and verification

First computed	2026-06-04T01:09:39.411610Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

97adddcd28facec78e1b9c0db2246cf28a256feade60983761c901fecfd742fa

Aliases

arxiv: 2511.07107 · arxiv_version: 2511.07107v3 · doi: 10.48550/arxiv.2511.07107 · pith_short_12: S6W53TJI7LHM · pith_short_16: S6W53TJI7LHMPDQ3 · pith_short_8: S6W53TJI

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/S6W53TJI7LHMPDQ3TQG3EJDM6K \
  | 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: 97adddcd28facec78e1b9c0db2246cf28a256feade60983761c901fecfd742fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "09e21f4b825bf71966d402c50cc7cfa2493e450af99cd46e1bb93808379f5972",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-11-10T13:51:51Z",
    "title_canon_sha256": "27277c2bdb3530cdb7af0fe5de17cb9118066605ae6699baffc3733154439e8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.07107",
    "kind": "arxiv",
    "version": 3
  }
}