Pith Number

pith:FWZMWYZW

pith:2024:FWZMWYZW6DA4V5FMUFTQWA64UA

not attested not anchored not stored refs pending

Generation Constraint Scaling Can Mitigate Hallucination

Georgios Kollias, Payel Das, Subhajit Chaudhury

arxiv:2407.16908 v1 · 2024-07-23 · 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{FWZMWYZW6DA4V5FMUFTQWA64UA}

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	2026-07-05T08:47:58.514133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2db2cb6336f0c1caf4aca1670b03dca017285ed81b23b82567cd974472d5e792

Aliases

arxiv: 2407.16908 · arxiv_version: 2407.16908v1 · doi: 10.48550/arxiv.2407.16908 · pith_short_12: FWZMWYZW6DA4 · pith_short_16: FWZMWYZW6DA4V5FM · pith_short_8: FWZMWYZW

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/FWZMWYZW6DA4V5FMUFTQWA64UA \
  | 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: 2db2cb6336f0c1caf4aca1670b03dca017285ed81b23b82567cd974472d5e792

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8d10e4af81b6e4643b6437e281917ae21f186d689855fe9adaffd56ebdc21a2b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-23T23:58:19Z",
    "title_canon_sha256": "c946c6ec7a739b3874eb008ccd410f8e1ae60836cd24f863389d7d2df8cd1dca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.16908",
    "kind": "arxiv",
    "version": 1
  }
}