Pith Number

pith:YWJEO7GM

pith:2025:YWJEO7GMF3KDOM3CQHURJCJIFY

not attested not anchored not stored refs pending

Reinforce LLM Reasoning through Multi-Agent Reflection

Tengyang Xie, Yurun Yuan

arxiv:2506.08379 v1 · 2025-06-10 · 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{YWJEO7GMF3KDOM3CQHURJCJIFY}

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.

Receipt and verification

First computed	2026-07-05T11:18:48.702970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c592477ccc2ed437336281e91489282e2d0788dd8a2438013f47091551d46565

Aliases

arxiv: 2506.08379 · arxiv_version: 2506.08379v1 · doi: 10.48550/arxiv.2506.08379 · pith_short_12: YWJEO7GMF3KD · pith_short_16: YWJEO7GMF3KDOM3C · pith_short_8: YWJEO7GM

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/YWJEO7GMF3KDOM3CQHURJCJIFY \
  | 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: c592477ccc2ed437336281e91489282e2d0788dd8a2438013f47091551d46565

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "179d77841713373eb4b06819c91d0b2f25f14641dfd18478c889dbebcab50f14",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-10T02:43:47Z",
    "title_canon_sha256": "f372dd4a4049657a28f74ab5a8b9e893003bb6178cc6ca7359ae8344a9fd34d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.08379",
    "kind": "arxiv",
    "version": 1
  }
}