Pith Number

pith:3XXAFU7O

pith:2024:3XXAFU7O5V4YYIDGLUYXAPYH5G

not attested not anchored not stored refs pending

Diagnosing and Remedying Knowledge Deficiencies in LLMs via Label-free Curricular Meaningful Learning

Bing Qin, Jiahao Ying, Kai Xiong, Li Du, Ting Liu, Xiao Ding, Yixin Cao

arxiv:2408.11431 v1 · 2024-08-21 · 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{3XXAFU7O5V4YYIDGLUYXAPYH5G}

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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

Structural Entropy Guided Agent for Detecting and Repairing Knowledge Deficiencies in LLMs

Receipt and verification

First computed	2026-07-05T08:57:44.071946Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ddee02d3eeed798c20665d31703f07e9b48cc8325cf92279231c23693d1a542f

Aliases

arxiv: 2408.11431 · arxiv_version: 2408.11431v1 · doi: 10.48550/arxiv.2408.11431 · pith_short_12: 3XXAFU7O5V4Y · pith_short_16: 3XXAFU7O5V4YYIDG · pith_short_8: 3XXAFU7O

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/3XXAFU7O5V4YYIDGLUYXAPYH5G \
  | 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: ddee02d3eeed798c20665d31703f07e9b48cc8325cf92279231c23693d1a542f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50be03f3049e102f647e044cc0d6728a545fb5c8415773f54ae179dc654566c5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-08-21T08:39:49Z",
    "title_canon_sha256": "01747aa3d433156361dbb897588ccdcfe13489c40f30f51a0d335e2daf747d95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2408.11431",
    "kind": "arxiv",
    "version": 1
  }
}