Pith Number

pith:IZEGYHXU

pith:2025:IZEGYHXUGPKC7VA3462PSJ2LTS

not attested not anchored not stored refs pending

CER: Confidence Enhanced Reasoning in LLMs

Ali Razghandi, Mahdieh Soleymani Baghshah, Seyed Mohammad Hadi Hosseini

arxiv:2502.14634 v2 · 2025-02-20 · 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{IZEGYHXUGPKC7VA3462PSJ2LTS}

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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

3 papers in Pith

Quantifying Faithful Confidence Expression in Large Reasoning Models

Training-Free Object-Background Compositional T2I via Dynamic Spatial Guidance and Multi-Path Pruning

Confidence-Aware Alignment Makes Reasoning LLMs More Reliable

Receipt and verification

First computed	2026-07-05T11:09:08.849389Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46486c1ef433d42fd41be7b4f9274b9c866583c2c81f38b02b120b0cef60e33d

Aliases

arxiv: 2502.14634 · arxiv_version: 2502.14634v2 · doi: 10.48550/arxiv.2502.14634 · pith_short_12: IZEGYHXUGPKC · pith_short_16: IZEGYHXUGPKC7VA3 · pith_short_8: IZEGYHXU

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/IZEGYHXUGPKC7VA3462PSJ2LTS \
  | 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: 46486c1ef433d42fd41be7b4f9274b9c866583c2c81f38b02b120b0cef60e33d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3ff7a9f633b990626cdf36ac82538544416be5765206af35648438b00a11b63",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-20T15:16:42Z",
    "title_canon_sha256": "0cd4f4f20f24bb7431a8413694302c4ea33ab08a101dc8e052ec5ba166946d19"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.14634",
    "kind": "arxiv",
    "version": 2
  }
}