Pith Number

pith:FYUZPA6Z

pith:2022:FYUZPA6ZGR2JWF33EQA67GMTOR

not attested not anchored not stored refs pending

A Precis of Language Models are not Models of Language

Csaba Veres

arxiv:2205.07634 v1 · 2022-05-16 · 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{FYUZPA6ZGR2JWF33EQA67GMTOR}

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

Multi-granular Training Strategies for Robust Multi-hop Reasoning Over Noisy and Heterogeneous Knowledge Sources

Receipt and verification

First computed	2026-07-05T04:23:30.834506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e299783d934749b177b2401ef99937448a276122cf88e3485d1938b24e09205

Aliases

arxiv: 2205.07634 · arxiv_version: 2205.07634v1 · doi: 10.48550/arxiv.2205.07634 · pith_short_12: FYUZPA6ZGR2J · pith_short_16: FYUZPA6ZGR2JWF33 · pith_short_8: FYUZPA6Z

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/FYUZPA6ZGR2JWF33EQA67GMTOR \
  | 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: 2e299783d934749b177b2401ef99937448a276122cf88e3485d1938b24e09205

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0beff5e79f97cb1e1dfd5102e2056bb3af41aa462b9926f904141628cf3b7d0",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-05-16T12:50:58Z",
    "title_canon_sha256": "2ec6ee985ce4cf17cf417c4f97cf0400092035e06607b2de0cf05f71360bd127"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.07634",
    "kind": "arxiv",
    "version": 1
  }
}