Pith Number

pith:MJWNTKKP

pith:2025:MJWNTKKP3L3RXJXAO3A3WI4KDA

not attested not anchored not stored refs pending

RLIE: Rule Generation with Logistic Regression, Iterative Refinement, and Evaluation for Large Language Models

Hua Xu, Yang Yang, Yutao Yue, Zhangyi Hu

arxiv:2510.19698 v3 · 2025-10-22 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MJWNTKKP3L3RXJXAO3A3WI4KDA}

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	2026-07-07T02:17:12.335497Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

626cd9a94fdaf71ba6e076c1bb238a180f45d33884f9f22ca9202a9f6cd4a684

Aliases

arxiv: 2510.19698 · arxiv_version: 2510.19698v3 · doi: 10.48550/arxiv.2510.19698 · pith_short_12: MJWNTKKP3L3R · pith_short_16: MJWNTKKP3L3RXJXA · pith_short_8: MJWNTKKP

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/MJWNTKKP3L3RXJXAO3A3WI4KDA \
  | 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: 626cd9a94fdaf71ba6e076c1bb238a180f45d33884f9f22ca9202a9f6cd4a684

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38e10138373c80a0368e4a55d7ff2501d29563bf2310a21b0693d6984de9b573",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-22T15:50:04Z",
    "title_canon_sha256": "439ed8abb3a595c2b76b9ae80f665d1b7c5d86e0ac5fa7e8ef68312abc71a73c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.19698",
    "kind": "arxiv",
    "version": 3
  }
}