Pith Number

pith:A7GRGEQX

pith:2023:A7GRGEQX5RFXJT5EZM2VH3H7ZZ

not attested not anchored not stored refs pending

Rewarding Chatbots for Real-World Engagement with Millions of Users

Adian Liusie, Aliaksei Korshuk, Christie-Carol Beauchamp, Douglas Boubert, Fritz Cremer, Robert Irvine, Thomas Rialan, Valentin Assassi, Vineet Mudupalli, Vyas Raina, William Beauchamp, Xiaoding Lu, Ziyi Zhu, Zongyi Liu

arxiv:2303.06135 v2 · 2023-03-10 · cs.CL · cs.AI · 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{A7GRGEQX5RFXJT5EZM2VH3H7ZZ}

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

4 papers in Pith

Learning to Refine: Self-Refinement of Parallel Reasoning in LLMs

Chain-of-Verification Reduces Hallucination in Large Language Models

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning

Receipt and verification

First computed	2026-07-05T05:56:41.848875Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

07cd131217ec4b74cfa4cb3553ecffce61ef8e5a76b45729225357bb4798ef72

Aliases

arxiv: 2303.06135 · arxiv_version: 2303.06135v2 · doi: 10.48550/arxiv.2303.06135 · pith_short_12: A7GRGEQX5RFX · pith_short_16: A7GRGEQX5RFXJT5E · pith_short_8: A7GRGEQX

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/A7GRGEQX5RFXJT5EZM2VH3H7ZZ \
  | 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: 07cd131217ec4b74cfa4cb3553ecffce61ef8e5a76b45729225357bb4798ef72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41416ce45f5eafc399a7b00b91b94082ff8f329c37257c367a4c3709960674d6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-10T18:53:52Z",
    "title_canon_sha256": "ccb76ae4e291d36e281b9979453ff3b69a8983e0f18d126164496f170083fe20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.06135",
    "kind": "arxiv",
    "version": 2
  }
}