Pith Number

pith:L3IWBGBF

pith:2025:L3IWBGBFNRMR2ISGSYHGYN2TIH

not attested not anchored not stored refs pending

REMOR: Automated Peer Review Generation with LLM Reasoning and Multi-Objective Reinforcement Learning

Daniel Acuna, Pawin Taechoyotin

arxiv:2505.11718 v2 · 2025-05-16 · 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{L3IWBGBFNRMR2ISGSYHGYN2TIH}

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

LLM-Based Scientific Peer Review: Methods, Benchmarks, and Reliability Challenges

LLM-as-a-Reviewer: Benchmarking Their Ability, Divergence, and Prompt Injection Resistance as Paper Reviewers

AI for Auto-Research: Roadmap & User Guide

PeeriScope: A Multi-Faceted Framework for Evaluating Peer Review Quality

Receipt and verification

First computed	2026-07-05T11:27:54.932508Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ed16098256c591d2246960e6c375341f5c27c29fb827a47cdbf4ec499db3dae

Aliases

arxiv: 2505.11718 · arxiv_version: 2505.11718v2 · doi: 10.48550/arxiv.2505.11718 · pith_short_12: L3IWBGBFNRMR · pith_short_16: L3IWBGBFNRMR2ISG · pith_short_8: L3IWBGBF

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/L3IWBGBFNRMR2ISGSYHGYN2TIH \
  | 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: 5ed16098256c591d2246960e6c375341f5c27c29fb827a47cdbf4ec499db3dae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "782a4291a2f99d07809ed9909f91b7a2a6cd795cfa818d578a61bb6fcc5f5e58",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-16T22:00:49Z",
    "title_canon_sha256": "c6ea3bc007e50c206a9e7f904ad12cf494759c0dbcaa5641954d9530ac557406"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11718",
    "kind": "arxiv",
    "version": 2
  }
}