Pith Number

pith:FVLWYTYY

pith:2022:FVLWYTYYYMP2ML6NQWRGYF7JKA

not attested not anchored not stored refs pending

LMPriors: Pre-Trained Language Models as Task-Specific Priors

Chris Cundy, Kristy Choi, Sanjari Srivastava, Stefano Ermon

arxiv:2210.12530 v1 · 2022-10-22 · cs.LG · cs.AI · 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{FVLWYTYYYMP2ML6NQWRGYF7JKA}

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

Reinforcement Learning Foundation Models Should Already Be A Thing

Causal Risk Minimization for High-Dimensional Treatments

Efficient Causal Graph Discovery Using Large Language Models

Receipt and verification

First computed	2026-07-05T05:09:29.517349Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d576c4f18c31fa62fcd85a26c17e9501adfa285f541a7e953a50ace3c7642b7

Aliases

arxiv: 2210.12530 · arxiv_version: 2210.12530v1 · doi: 10.48550/arxiv.2210.12530 · pith_short_12: FVLWYTYYYMP2 · pith_short_16: FVLWYTYYYMP2ML6N · pith_short_8: FVLWYTYY

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/FVLWYTYYYMP2ML6NQWRGYF7JKA \
  | 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: 2d576c4f18c31fa62fcd85a26c17e9501adfa285f541a7e953a50ace3c7642b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e4ea6377e28401f91889e83e561e81cc3559016c27ab9ea14b27a4d34dc09d7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-22T19:09:18Z",
    "title_canon_sha256": "c1c96dd4974cb7db6121520b033527f311722dc1935d0dff0a512da7d71ef7a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12530",
    "kind": "arxiv",
    "version": 1
  }
}