Pith Number

pith:TPZY2QZU

pith:2022:TPZY2QZUHI4V7XACWNLURLHB5M

not attested not anchored not stored refs pending

Inverse scaling can become U-shaped

Jason Wei, Najoung Kim, Quoc V. Le, Yi Tay

arxiv:2211.02011 v5 · 2022-11-03 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPZY2QZUHI4V7XACWNLURLHB5M}

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

3 papers in Pith

Game Theory Driven Multi-Agent Framework Mitigates Language Model Hallucination

A Systematic Study of Behavioral Cloning for Scientific Data Annotation

Neural Neural Scaling Laws

Receipt and verification

First computed	2026-07-05T06:13:17.132430Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bf38d43343a395fdc02b35748ace1eb1c0689539bcaab69d0718ae62931faac

Aliases

arxiv: 2211.02011 · arxiv_version: 2211.02011v5 · doi: 10.48550/arxiv.2211.02011 · pith_short_12: TPZY2QZUHI4V · pith_short_16: TPZY2QZUHI4V7XAC · pith_short_8: TPZY2QZU

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/TPZY2QZUHI4V7XACWNLURLHB5M \
  | 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: 9bf38d43343a395fdc02b35748ace1eb1c0689539bcaab69d0718ae62931faac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2c39bd79a26187a2ab790884f2854a521d6ef5b5cdd4c0f2e8307120bfc89ef",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-11-03T17:26:44Z",
    "title_canon_sha256": "3c6158c77caf784193b08789ce13468d4676cc02a767be996c65800b5084d53e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02011",
    "kind": "arxiv",
    "version": 5
  }
}