Pith Number

pith:BM2XGT3D

pith:2025:BM2XGT3DBNOHR47DFL757H3SFJ

not attested not anchored not stored refs pending

Beyond Accuracy: The Role of Calibration in Self-Improving Large Language Models

Dawei Li, Huan Liu, Liangjie Huang, Lu Cheng

arxiv:2504.02902 v1 · 2025-04-03 · 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{BM2XGT3DBNOHR47DFL757H3SFJ}

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

2 papers in Pith

BUS: Brain-Inspired Unsupervised Self-Reflection via Backward Prediction for Multimodal Reasoning

Pmeta-TLA: Backdoor Attacks for Speech Classification Models via Meta-Learning with Timbre Leakage Attack

Receipt and verification

First computed	2026-07-05T10:44:04.876842Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b35734f630b5c78f3e32affdf9f722a5f3b0f94f8b7c8a20e2899720d160f1f

Aliases

arxiv: 2504.02902 · arxiv_version: 2504.02902v1 · doi: 10.48550/arxiv.2504.02902 · pith_short_12: BM2XGT3DBNOH · pith_short_16: BM2XGT3DBNOHR47D · pith_short_8: BM2XGT3D

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/BM2XGT3DBNOHR47DFL757H3SFJ \
  | 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: 0b35734f630b5c78f3e32affdf9f722a5f3b0f94f8b7c8a20e2899720d160f1f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2d586bc149010074ab9a9d403119818c389642be32b5cd06a1cbaacce6355102",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-04-03T04:39:54Z",
    "title_canon_sha256": "502e14d412c5feb48f5599f811091bfcece4271c27518c8274f75c94fe427a47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.02902",
    "kind": "arxiv",
    "version": 1
  }
}