Pith Number

pith:66MAUWXU

pith:2026:66MAUWXUTMBDUKJEZ6GWXKP3CE

not attested not anchored not stored refs pending

Creative Quality Alignment: Expert Tacit Knowledge Transfer via Chain-of-Thought Fine-Tuning

Bo Zou, Chao Xu

arxiv:2605.25977 v1 · 2026-05-25 · cs.CL · cs.AI · 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{66MAUWXUTMBDUKJEZ6GWXKP3CE}

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	2026-05-26T02:05:21.415286Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f7980a5af49b023a2924cf8d6ba9fb111a070cdf52e4b9d40da2a58c3648d14e

Aliases

arxiv: 2605.25977 · arxiv_version: 2605.25977v1 · doi: 10.48550/arxiv.2605.25977 · pith_short_12: 66MAUWXUTMBD · pith_short_16: 66MAUWXUTMBDUKJE · pith_short_8: 66MAUWXU

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/66MAUWXUTMBDUKJEZ6GWXKP3CE \
  | 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: f7980a5af49b023a2924cf8d6ba9fb111a070cdf52e4b9d40da2a58c3648d14e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f36bb474df93bf0f582c709e0bb1a4ec534d8380dc6a390abd60da6e95f164b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-25T15:52:10Z",
    "title_canon_sha256": "264299f3ef0f78f6a3aed021abfb49decbfb4eb2a5f50af0cec0932370fee3cd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.25977",
    "kind": "arxiv",
    "version": 1
  }
}