Pith Number

pith:F5QPJXQR

pith:2024:F5QPJXQRBVVU2FWO73XG6FWKGE

not attested not anchored not stored refs pending

Learning from "Silly" Questions Improves Large Language Models, But Only Slightly

Derek F. Wong, Han Yu, Jindong Wang, Shudong Liu, Takahiro Shinozaki, Tingyuan Zhu, Yidong Wang

arxiv:2411.14121 v1 · 2024-11-21 · 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{F5QPJXQRBVVU2FWO73XG6FWKGE}

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	2026-07-05T09:38:41.964887Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f60f4de110d6b4d16cefeee6f16ca311d0281ef5e850a9ec45dd2c0cb169242

Aliases

arxiv: 2411.14121 · arxiv_version: 2411.14121v1 · doi: 10.48550/arxiv.2411.14121 · pith_short_12: F5QPJXQRBVVU · pith_short_16: F5QPJXQRBVVU2FWO · pith_short_8: F5QPJXQR

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/F5QPJXQRBVVU2FWO73XG6FWKGE \
  | 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: 2f60f4de110d6b4d16cefeee6f16ca311d0281ef5e850a9ec45dd2c0cb169242

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b979d4ba93aee2d2117340770bbaeeafe1a3f04f8d763ae62f65c738104e0f94",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-21T13:45:40Z",
    "title_canon_sha256": "3ceea373f5ca5404c4e0fc12560ad12b8a37f1014343fd258d06f7ebdff10951"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14121",
    "kind": "arxiv",
    "version": 1
  }
}