Pith Number

pith:4NTVZAPT

pith:2023:4NTVZAPTUO5IWHJVD5MD7LSJKL

not attested not anchored not stored refs pending

PAC Prediction Sets for Large Language Models of Code

Adam Khakhar, Osbert Bastani, Stephen Mell

arxiv:2302.08703 v2 · 2023-02-17 · 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{4NTVZAPTUO5IWHJVD5MD7LSJKL}

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	2026-07-05T06:23:02.085660Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e3675c81f3a3ba8b1d351f583fae4952e5ddc765335c00b867e53bd529b56d4d

Aliases

arxiv: 2302.08703 · arxiv_version: 2302.08703v2 · doi: 10.48550/arxiv.2302.08703 · pith_short_12: 4NTVZAPTUO5I · pith_short_16: 4NTVZAPTUO5IWHJV · pith_short_8: 4NTVZAPT

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/4NTVZAPTUO5IWHJVD5MD7LSJKL \
  | 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: e3675c81f3a3ba8b1d351f583fae4952e5ddc765335c00b867e53bd529b56d4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "061f858650a21488f2d7b9591fec59bd0f9c2ac7e3c449fcf0fbc60549aae597",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-17T05:32:24Z",
    "title_canon_sha256": "262fcec0b69d4c8ba4315da14a20578f068f0129cf2feb7ed214af96f7904345"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.08703",
    "kind": "arxiv",
    "version": 2
  }
}