Pith Number

pith:LZHPLYYR

pith:2024:LZHPLYYRFXU4Z5AGSINQBBVA7Y

not attested not anchored not stored refs pending

Reasoning Runtime Behavior of a Program with LLM: How Far Are We?

Ge Li, Junkai Chen, Xing Hu, Xin Xia, Zhenhao Li, Zhiyuan Pan

arxiv:2403.16437 v3 · 2024-03-25 · cs.SE · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZHPLYYRFXU4Z5AGSINQBBVA7Y}

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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

5 papers in Pith

Enhancing the Code Reasoning Capabilities of LLMs via Consistency-based Reinforcement Learning

Evaluating Code Reasoning Abilities of Large Language Models Under Real-World Settings

Veritas: Grounding LLM Agents for Reliable Vulnerability Reasoning over Stripped Binaries

StepCodeReasoner: Aligning Code Reasoning with Stepwise Execution Traces via Reinforcement Learning

PrismaDV: Automated Task-Aware Data Unit Test Generation

Receipt and verification

First computed	2026-07-05T09:09:57.640166Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e4ef5e3112de9ccf406921b0086a0fe1a68c83ffae60475c92e328c47256cd1

Aliases

arxiv: 2403.16437 · arxiv_version: 2403.16437v3 · doi: 10.48550/arxiv.2403.16437 · pith_short_12: LZHPLYYRFXU4 · pith_short_16: LZHPLYYRFXU4Z5AG · pith_short_8: LZHPLYYR

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/LZHPLYYRFXU4Z5AGSINQBBVA7Y \
  | 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: 5e4ef5e3112de9ccf406921b0086a0fe1a68c83ffae60475c92e328c47256cd1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "750d2e8b51770e0fda022830c3cfb2dd889920c60d650dd137e782e22f46f773",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-03-25T05:37:16Z",
    "title_canon_sha256": "7b72ae99cfd20363cfbfd5801d4dcb97ed909ba8c61ea1b8f2d0e339c7961f92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.16437",
    "kind": "arxiv",
    "version": 3
  }
}