Pith Number

pith:NV3TWYHG

pith:2023:NV3TWYHGCA3CC5LRE4FOY4H4KD

not attested not anchored not stored refs pending

Can large language models provide useful feedback on research papers? A large-scale empirical analysis

Binglu Wang, Daisy Ding, Daniel McFarland, Daniel Smith, Hancheng Cao, James Zou, Kailas Vodrahalli, Siyu He, Weixin Liang, Xinyu Yang, Yian Yin, Yuhui Zhang

arxiv:2310.01783 v1 · 2023-10-03 · cs.LG · cs.AI · cs.CL · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NV3TWYHGCA3CC5LRE4FOY4H4KD}

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

8 papers in Pith

NatureBench: Can Coding Agents Match the Published SOTA of Nature-Family Papers?

FARS: A Fully Automated Research System Deployed at Scale

Rejoinder: The ICML 2023 Ranking Experiment: Examining Author Self-Assessment in ML/AI Peer Review

From Passive Generation to Investigation: A Proactive Scientific Peer Review Agent

AgentReview: Exploring Peer Review Dynamics with LLM Agents

Receipt and verification

First computed	2026-07-05T06:56:45.943561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d773b60e61036217571270aec70fc50c071a9f3ddece467922313cabdfc3a23

Aliases

arxiv: 2310.01783 · arxiv_version: 2310.01783v1 · doi: 10.48550/arxiv.2310.01783 · pith_short_12: NV3TWYHGCA3C · pith_short_16: NV3TWYHGCA3CC5LR · pith_short_8: NV3TWYHG

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/NV3TWYHGCA3CC5LRE4FOY4H4KD \
  | 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: 6d773b60e61036217571270aec70fc50c071a9f3ddece467922313cabdfc3a23

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c89b79006e7a277afffd5f7c60925c9ffe38697421f2e7552f2115dfdbf0524e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-03T04:14:17Z",
    "title_canon_sha256": "5b38b50551890b092c5313544e7b8185862b715542fecdabc18aa089924d497d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01783",
    "kind": "arxiv",
    "version": 1
  }
}