Pith Number

pith:JKDNM77K

pith:2024:JKDNM77KIP37FVGRFSOD4H4N7T

not attested not anchored not stored refs pending

Language Models Don't Learn the Physical Manifestation of Language

Bruce W. Lee, JaeHyuk Lim

arxiv:2402.11349 v2 · 2024-02-17 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JKDNM77KIP37FVGRFSOD4H4N7T}

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	2026-07-05T08:28:27.025433Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a86d67fea43f7f2d4d12c9c3e1f8dfcf4c2f08c526c264e01ef3f278a6c8bef

Aliases

arxiv: 2402.11349 · arxiv_version: 2402.11349v2 · doi: 10.48550/arxiv.2402.11349 · pith_short_12: JKDNM77KIP37 · pith_short_16: JKDNM77KIP37FVGR · pith_short_8: JKDNM77K

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/JKDNM77KIP37FVGRFSOD4H4N7T \
  | 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: 4a86d67fea43f7f2d4d12c9c3e1f8dfcf4c2f08c526c264e01ef3f278a6c8bef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "339bac2767291beeb251c0ea3713e40f48a4cca30e178824232d1a9f3046c2a0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-17T17:52:24Z",
    "title_canon_sha256": "ce09a424296eb477dcf01ad9ac6896d97d04aba4351f0a33f5e78d10fc394bb2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.11349",
    "kind": "arxiv",
    "version": 2
  }
}