Pith Number

pith:RNLCU7BB

pith:2025:RNLCU7BBR3CCJW7R27LMDIXRMS

not attested not anchored not stored refs pending

DeepReview: Improving LLM-based Paper Review with Human-like Deep Thinking Process

Linyi Yang, Minjun Zhu, Yixuan Weng, Yue Zhang

arxiv:2503.08569 v1 · 2025-03-11 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RNLCU7BBR3CCJW7R27LMDIXRMS}

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

6 papers in Pith

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

GenoMAS: A Multi-Agent Framework for Scientific Discovery via Code-Driven Gene Expression Analysis

AI for Auto-Research: Roadmap & User Guide

Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews

AgentEconomist: An End-to-end Agentic System Translating Economic Intuitions into Executable Computational Experiments

Receipt and verification

First computed	2026-07-05T10:29:02.483088Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b562a7c218ec424dbf1d7d6c1a2f1649a36901f1df8223c49df510a4434dc3e

Aliases

arxiv: 2503.08569 · arxiv_version: 2503.08569v1 · doi: 10.48550/arxiv.2503.08569 · pith_short_12: RNLCU7BBR3CC · pith_short_16: RNLCU7BBR3CCJW7R · pith_short_8: RNLCU7BB

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/RNLCU7BBR3CCJW7R27LMDIXRMS \
  | 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: 8b562a7c218ec424dbf1d7d6c1a2f1649a36901f1df8223c49df510a4434dc3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4321f9726810d8dd7d1a79a6d883fae6e2814c767c73a902293d8238a77de1c9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-03-11T15:59:43Z",
    "title_canon_sha256": "8cfa33e98b3d9e00f14aeacaa1fe493731eec91eaf3f43f4093ae03b5839cd9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08569",
    "kind": "arxiv",
    "version": 1
  }
}