Pith Number

pith:4A2WHEWL

pith:2022:4A2WHEWL7BBWDDP6T44MP7LNAU

not attested not anchored not stored refs pending

Language Models in the Loop: Incorporating Prompting into Weak Supervision

Braden Hancock, Jason A. Fries, Ryan Smith, Stephen H. Bach

arxiv:2205.02318 v1 · 2022-05-04 · cs.LG · 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{4A2WHEWL7BBWDDP6T44MP7LNAU}

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

1 paper in Pith

Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes

Receipt and verification

First computed	2026-07-05T04:20:36.022756Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0356392cbf843618dfe9f38c7fd6d05121b84c39243677067d2ff541abc1e56

Aliases

arxiv: 2205.02318 · arxiv_version: 2205.02318v1 · doi: 10.48550/arxiv.2205.02318 · pith_short_12: 4A2WHEWL7BBW · pith_short_16: 4A2WHEWL7BBWDDP6 · pith_short_8: 4A2WHEWL

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/4A2WHEWL7BBWDDP6T44MP7LNAU \
  | 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: e0356392cbf843618dfe9f38c7fd6d05121b84c39243677067d2ff541abc1e56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "06ba1f6400aa73f233d035cab90cff4bfae946a6bd4dd5b18c2283e393abbd91",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-04T20:42:40Z",
    "title_canon_sha256": "c72596f5a8c4c7808e83df4834694a65904feb604979908d9fcbcd45ad4ce0c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.02318",
    "kind": "arxiv",
    "version": 1
  }
}