Pith Number

pith:4ZAR7TLW

pith:2024:4ZAR7TLWGHFL6ZGF23ABLLBEFH

not attested not anchored not stored refs pending

Do Large Language Models Have Compositional Ability? An Investigation into Limitations and Scalability

Yingyu Liang, Zhenmei Shi, Zhuoyan Xu

arxiv:2407.15720 v2 · 2024-07-22 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4ZAR7TLWGHFL6ZGF23ABLLBEFH}

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

2 papers in Pith

Multi-Hop Knowledge Composition is Bound by Pretraining Exposure

DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning

Receipt and verification

First computed	2026-07-05T08:54:16.015164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e6411fcd7631cabf64c5d6c015ac2429d8570cf6f75c881c0bef9f38f19849f7

Aliases

arxiv: 2407.15720 · arxiv_version: 2407.15720v2 · doi: 10.48550/arxiv.2407.15720 · pith_short_12: 4ZAR7TLWGHFL · pith_short_16: 4ZAR7TLWGHFL6ZGF · pith_short_8: 4ZAR7TLW

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/4ZAR7TLWGHFL6ZGF23ABLLBEFH \
  | 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: e6411fcd7631cabf64c5d6c015ac2429d8570cf6f75c881c0bef9f38f19849f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f38568ce1595cb98079bcaa591b4a1fea0f3af0d071924119f5bdb4035bc8241",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-07-22T15:22:34Z",
    "title_canon_sha256": "b86c9f4ecffc3d6b092749f0b89e7a993b1e7d7fae0438dc70b4880370637300"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.15720",
    "kind": "arxiv",
    "version": 2
  }
}