Pith Number

pith:CGIXX4LG

pith:2024:CGIXX4LGZ3ZUDYHM2Q6X33BFBU

not attested not anchored not stored refs pending

Limits of Transformer Language Models on Learning to Compose Algorithms

Abbas Rahimi, Aleksandar Terzic, Bernhard Sch\"olkopf, Giacomo Camposampiero, Jonathan Thomm, Michael Hersche

arxiv:2402.05785 v5 · 2024-02-08 · 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{CGIXX4LGZ3ZUDYHM2Q6X33BFBU}

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	2026-07-05T09:30:59.154134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

11917bf166cef341e0ecd43d7dec250d06653ab9a8b5b5094605d9151d2028e3

Aliases

arxiv: 2402.05785 · arxiv_version: 2402.05785v5 · doi: 10.48550/arxiv.2402.05785 · pith_short_12: CGIXX4LGZ3ZU · pith_short_16: CGIXX4LGZ3ZUDYHM · pith_short_8: CGIXX4LG

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/CGIXX4LGZ3ZUDYHM2Q6X33BFBU \
  | 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: 11917bf166cef341e0ecd43d7dec250d06653ab9a8b5b5094605d9151d2028e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b0e77e78fbf608ac65da86325d95cf60c7e44b6401b4da0f46f05352112384e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-08T16:23:29Z",
    "title_canon_sha256": "6b593d40a667c0097eab4e3305f0382e8703cf10fc9c936379105bbed3da767e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.05785",
    "kind": "arxiv",
    "version": 5
  }
}