Pith Number

pith:UJIZDJM3

pith:2023:UJIZDJM3AYGALKXOETGIL4OTM3

not attested not anchored not stored refs pending

Large Language Models for Software Engineering: Survey and Open Problems

Angela Fan, Beliz Gokkaya, Jie M. Zhang, Mark Harman, Mitya Lyubarskiy, Shin Yoo, Shubho Sengupta

arxiv:2310.03533 v4 · 2023-10-05 · cs.SE

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\usepackage{pith}
\pithnumber{UJIZDJM3AYGALKXOETGIL4OTM3}

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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

15 papers in Pith

Akashic: A Low-Overhead LLM Inference Service with MemAttention

Trust-Aware Multi-Agent Traceability: Confidence-Calibrated Knowledge Graphs for Consistent Software Artifact Management

CornerCase: Automated Extremal Testing of Protocol Implementations using LLMs

Exploring Code Analysis: Zero-Shot Insights on Syntax and Semantics with LLMs

Assessing, Exploiting, and Mitigating Syntactic Robustness Failures in LLM-Based Code Generation

Receipt and verification

First computed	2026-07-05T07:11:36.709613Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a25191a59b060c05aaee24cc85f1d366fc6a17ddc374bb9a02c13e3fa16f9a6e

Aliases

arxiv: 2310.03533 · arxiv_version: 2310.03533v4 · doi: 10.48550/arxiv.2310.03533 · pith_short_12: UJIZDJM3AYGA · pith_short_16: UJIZDJM3AYGALKXO · pith_short_8: UJIZDJM3

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/UJIZDJM3AYGALKXOETGIL4OTM3 \
  | 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: a25191a59b060c05aaee24cc85f1d366fc6a17ddc374bb9a02c13e3fa16f9a6e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42e79401e8a78d4bc9c825c93cec45eb00c42db1f06b8eb7fc6fb30968788ef2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-05T13:33:26Z",
    "title_canon_sha256": "8efcf10ed52b4d19facb87fa3de0cb9c209e2579466e05dfe69f9f2dca2fae4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03533",
    "kind": "arxiv",
    "version": 4
  }
}