Pith Number

pith:LDGYFMMN

pith:2024:LDGYFMMN5W3B4W7FETGKGREBQG

not attested not anchored not stored refs pending

Understanding and Patching Compositional Reasoning in LLMs

Defu Lian, Gangwei Jiang, Hong Xie, Linqi Song, Ying Wei, Zhaoyi Li

arxiv:2402.14328 v2 · 2024-02-22 · 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{LDGYFMMN5W3B4W7FETGKGREBQG}

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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

How Do Language Models Compose Functions?

The Power of Power Law: Asymmetry Enables Compositional Reasoning

Receipt and verification

First computed	2026-07-05T08:28:06.667698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

58cd82b18dedb61e5be524cca344818192a114688cfad372a073fbfb925e5d6f

Aliases

arxiv: 2402.14328 · arxiv_version: 2402.14328v2 · doi: 10.48550/arxiv.2402.14328 · pith_short_12: LDGYFMMN5W3B · pith_short_16: LDGYFMMN5W3B4W7F · pith_short_8: LDGYFMMN

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/LDGYFMMN5W3B4W7FETGKGREBQG \
  | 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: 58cd82b18dedb61e5be524cca344818192a114688cfad372a073fbfb925e5d6f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "741f105d8ed1d33b9563d4b25672c168a89cdc5070a1d746328984bb14e3aef8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-02-22T06:47:56Z",
    "title_canon_sha256": "8ff65d0f31641785bf4bb4833d3478eb3a91ef6cdffa17d0ec8c2a24d73724a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.14328",
    "kind": "arxiv",
    "version": 2
  }
}