Pith Number

pith:FE55MM4R

pith:2026:FE55MM4RSLDNRKM6V6I3J6DOVR

not attested not anchored not stored refs pending

Know More, Know Clearer: A Meta-Cognitive Framework for Knowledge Augmentation in Large Language Models

Hao Chen, Maosong Sun, Qingfu Zhu, Wanxiang Che, Ye He, Yuchun Fan, Yukun Yan, Zhenghao Liu

arxiv:2602.12996 v2 · 2026-02-13 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FE55MM4RSLDNRKM6V6I3J6DOVR}

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.

Cited by

1 paper in Pith

LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance

Receipt and verification

First computed	2026-06-09T01:05:14.343068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

293bd6339192c6d8a99eaf91b4f86eac51b160377ee5e049ec72ae53a8eedf38

Aliases

arxiv: 2602.12996 · arxiv_version: 2602.12996v2 · doi: 10.48550/arxiv.2602.12996 · pith_short_12: FE55MM4RSLDN · pith_short_16: FE55MM4RSLDNRKM6 · pith_short_8: FE55MM4R

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/FE55MM4RSLDNRKM6V6I3J6DOVR \
  | 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: 293bd6339192c6d8a99eaf91b4f86eac51b160377ee5e049ec72ae53a8eedf38

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "113e9a15a8877122fdc95b9951015e42001e7dc3528f101010456a5ea84a353c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-02-13T15:07:35Z",
    "title_canon_sha256": "b359083f3bd5921308a911f702ddfa6f02fb2b0d62ef815fe2d1660c11576b5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.12996",
    "kind": "arxiv",
    "version": 2
  }
}