Pith Number

pith:ESHO6CD2

pith:2023:ESHO6CD2BMD4FKPNNCAAA73KH5

not attested not anchored not stored refs pending

Learning to Generate Better Than Your LLM

Dipendra Misra, Jonathan D. Chang, Kiante Brantley, Rajkumar Ramamurthy, Wen Sun

arxiv:2306.11816 v2 · 2023-06-20 · cs.LG · cs.AI · 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{ESHO6CD2BMD4FKPNNCAAA73KH5}

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

1 paper in Pith

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Receipt and verification

First computed	2026-07-05T07:11:56.713058Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

248eef087a0b07c2a9ed6880007f6a3f4fee7c691c1edc7e99eb7f7a4925463a

Aliases

arxiv: 2306.11816 · arxiv_version: 2306.11816v2 · doi: 10.48550/arxiv.2306.11816 · pith_short_12: ESHO6CD2BMD4 · pith_short_16: ESHO6CD2BMD4FKPN · pith_short_8: ESHO6CD2

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/ESHO6CD2BMD4FKPNNCAAA73KH5 \
  | 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: 248eef087a0b07c2a9ed6880007f6a3f4fee7c691c1edc7e99eb7f7a4925463a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e3592f618604604e93436034a1315169791a64055404cff09083c786d5882dc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-20T18:19:17Z",
    "title_canon_sha256": "ca1bd6edbc0b90ef31f40269722041661cada8e6c2bb7a8d2500482a21433524"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.11816",
    "kind": "arxiv",
    "version": 2
  }
}