Pith Number

pith:XHMFQROY

pith:2023:XHMFQROYC74CH7Y5SKGN2QTSDZ

not attested not anchored not stored refs pending

Large Language Models for Software Engineering: A Systematic Literature Review

David Lo, Haoyu Wang, John Grundy, Kailong Wang, Li Li, Xiapu Luo, Xinyi Hou, Yanjie Zhao, Yue Liu, Zhou Yang

arxiv:2308.10620 v6 · 2023-08-21 · cs.SE · 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{XHMFQROYC74CH7Y5SKGN2QTSDZ}

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

27 papers in Pith

TokenMizer: Graph-Structured Session Memory for Long-Horizon LLM Context Management

Description-Code Inconsistency in Real-world MCP Servers: Measurement, Detection, and Security Implications

Characterizing initial human-AI proof formalization workflows

An Empirical Evaluation of LLM-Generated Code Security Across Prompting Methods

Test Case Selection for Deep Neural Networks: A Replication Study on LLMs for Code

Receipt and verification

First computed	2026-07-05T08:06:24.603955Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b9d85845d817f823ff1d928cdd42721e6a822a11d68482f390f5671f0d831b3e

Aliases

arxiv: 2308.10620 · arxiv_version: 2308.10620v6 · doi: 10.48550/arxiv.2308.10620 · pith_short_12: XHMFQROYC74C · pith_short_16: XHMFQROYC74CH7Y5 · pith_short_8: XHMFQROY

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/XHMFQROYC74CH7Y5SKGN2QTSDZ \
  | 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: b9d85845d817f823ff1d928cdd42721e6a822a11d68482f390f5671f0d831b3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "481282f021554d8fdd5f111971226c3d6df4c169fd36d927607a97be8dac99fc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-08-21T10:37:49Z",
    "title_canon_sha256": "11c24abc8b83ce51719615fd53783b2bdeecac82aa2cd63a7d67a9957dac2acf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.10620",
    "kind": "arxiv",
    "version": 6
  }
}