Pith Number

pith:SKH5THI6

pith:2025:SKH5THI64JH4L5276KGXB7YPWT

not attested not anchored not stored refs pending

Supervised Optimism Correction: Be Confident When LLMs Are Sure

Dacheng Tao, Fei Huang, Junjie Zhang, Rushuai Yang, Shunyu Liu, Ting-En Lin, Yi Chen, Yongbin Li

arxiv:2504.07527 v2 · 2025-04-10 · 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{SKH5THI64JH4L5276KGXB7YPWT}

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	2026-07-05T11:13:23.891765Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

928fd99d1ee24fc5f75ff28d70ff0fb4d6702a68bee720e9b626e6c4c42dc154

Aliases

arxiv: 2504.07527 · arxiv_version: 2504.07527v2 · doi: 10.48550/arxiv.2504.07527 · pith_short_12: SKH5THI64JH4 · pith_short_16: SKH5THI64JH4L527 · pith_short_8: SKH5THI6

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/SKH5THI64JH4L5276KGXB7YPWT \
  | 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: 928fd99d1ee24fc5f75ff28d70ff0fb4d6702a68bee720e9b626e6c4c42dc154

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e0c44422d2e70ce317396412655aca523bc8b1e87b1a11dc5112550ff8348dd6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-10T07:50:03Z",
    "title_canon_sha256": "eceecbf4b2dbe02dea068890ad4b9359f7acd7ce695f95c65d2d8f56888b358b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07527",
    "kind": "arxiv",
    "version": 2
  }
}