Pith Number

pith:DMJIL4QR

pith:2024:DMJIL4QRKM7JONDZJMLCW7YLMX

not attested not anchored not stored refs pending

Cycles of Thought: Measuring LLM Confidence through Stable Explanations

Evan Becker, Stefano Soatto

arxiv:2406.03441 v1 · 2024-06-05 · cs.CL · 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{DMJIL4QRKM7JONDZJMLCW7YLMX}

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

5 papers in Pith

The Origins of Stochasticity: Comprehensive Investigations on Uncertainty Quantification for Large Language Models

Reinforcement Learning with Metacognitive Feedback Elicits Faithful Uncertainty Expression in LLMs

Can LLMs Use Linguistic Uncertainty Markers to Reliably Reflect Intrinsic Confidence?

Not All Uncertainty Is Equal: How Uncertainty Granularity Shapes Human Verification in LLM-Assisted Decision Making

Task Abstention for Large Language Models in Code Generation

Receipt and verification

First computed	2026-07-05T08:27:56.793276Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b1285f211533e9734794b162b7f0b65e7cbb2ab206060c128b3839b5ef55bd7

Aliases

arxiv: 2406.03441 · arxiv_version: 2406.03441v1 · doi: 10.48550/arxiv.2406.03441 · pith_short_12: DMJIL4QRKM7J · pith_short_16: DMJIL4QRKM7JONDZ · pith_short_8: DMJIL4QR

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/DMJIL4QRKM7JONDZJMLCW7YLMX \
  | 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: 1b1285f211533e9734794b162b7f0b65e7cbb2ab206060c128b3839b5ef55bd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb5e099cc384f62fab9662a2c26e301b1df1ffc1eefcfac51556c6b264fde49a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-05T16:35:30Z",
    "title_canon_sha256": "bdc5aae46c80fc595cfaacd467aefd0077fce35f4322557c88d7bcb4b22cd2ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.03441",
    "kind": "arxiv",
    "version": 1
  }
}