Pith Number

pith:KZGX6Y72

pith:2026:KZGX6Y72XCYTETECQRTA36SP4R

not attested not anchored not stored refs pending

On the limits and opportunities of AI reviewers: Reviewing the reviews of Nature-family papers with 45 expert scientists

Akari Asai, Aleksandar Shulevski, Alice Oh, Amanda Montoya, Arthur Porto, Biljana Mitreska, Biljana Mojsoska, Carolin Lawrence, Changwon Yoon, Christian Langkammer, Chungwoo Lee, Daniel R. Schrider, Dongkeun Yoon, Dragana Manasova, Drew Bridges, Edward Choi, Elly Knight, Ergun Simsek, Esther H. R. Tsai, Francesco Santini, Graham Neubig, Heera Moon, Henrik Christiansen, Huishan Li, Hyunjoo Jenny Lee, Hyun Uk Kim, Ian Wu, Ilija Dukovski, Ishraq Md Anjum, Jae Kyoung Kim, Jeongyoun Ahn, Jihye Park, Jinheon Baek, Junhan Kim, Juyoung Suk, Khushboo Shafi, Kiril Gashteovski, Kyeongha Kwon, Makoto Takamoto, Marko Shuntov, Mooseok Jang, Nikola Stikov, Niyazi Ulas Din\c{c}, Pranjal Aggarwal, Ruoqi Liu, Sean Welleck, Seungone Kim, Spase Petkoski, Sunkyu Han, Viktor Zaverkin, Woo Youn Kim, Xiang Yue, Yehhyun Jo, Yeonseung Chung, Yeon Sik Jung, Yong Jeong, Yoosang Son, Young Min Sim

arxiv:2605.20668 v1 · 2026-05-20 · 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{KZGX6Y72XCYTETECQRTA36SP4R}

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	2026-05-21T01:04:48.287305Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

564d7f63fab8b1324c8284660dfa4fe4454e6600f15a016bafc6e98639c1a1fd

Aliases

arxiv: 2605.20668 · arxiv_version: 2605.20668v1 · doi: 10.48550/arxiv.2605.20668 · pith_short_12: KZGX6Y72XCYT · pith_short_16: KZGX6Y72XCYTETEC · pith_short_8: KZGX6Y72

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/KZGX6Y72XCYTETECQRTA36SP4R \
  | 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: 564d7f63fab8b1324c8284660dfa4fe4454e6600f15a016bafc6e98639c1a1fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d8f8b742b32f7aadf060a1b45a6b697f4d8e650cc0c490b6b6d5949a034fe10",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-20T03:33:55Z",
    "title_canon_sha256": "45e78b054fe6f875d708fe369a94dd1bb1ff3a18e00a2bb2fbdcf163123903e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20668",
    "kind": "arxiv",
    "version": 1
  }
}