Pith Number

pith:AHGV3LSG

pith:2023:AHGV3LSGSENHPJ66SKS4CQHEOI

not attested not anchored not stored refs pending

Unifying the Perspectives of NLP and Software Engineering: A Survey on Language Models for Code

Bingchang Liu, Chaoyu Chen, Cong Liao, Hang Yu, Jianguo Li, Rui Wang, Zi Gong, Ziyin Zhang

arxiv:2311.07989 v7 · 2023-11-14 · cs.CL · cs.AI · cs.SE

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AHGV3LSGSENHPJ66SKS4CQHEOI}

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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

9 papers in Pith

What makes a harness a harness: necessary and sufficient conditions for an agent harness

CODEPROMPTZIP: Code-specific Prompt Compression for Retrieval-Augmented Generation in Coding Tasks with LMs

A Study of LLMs' Preferences for Libraries and Programming Languages

AutoVecCoder: Teaching LLMs to Generate Explicitly Vectorized Code

Prompt Optimization for LLM Code Generation via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:36:44.300634Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01cd5dae46911a77a7de92a5c140e47232233f775cd8acd1129739c6301a8455

Aliases

arxiv: 2311.07989 · arxiv_version: 2311.07989v7 · doi: 10.48550/arxiv.2311.07989 · pith_short_12: AHGV3LSGSENH · pith_short_16: AHGV3LSGSENHPJ66 · pith_short_8: AHGV3LSG

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/AHGV3LSGSENHPJ66SKS4CQHEOI \
  | 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: 01cd5dae46911a77a7de92a5c140e47232233f775cd8acd1129739c6301a8455

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e061cbdd27a904682c3b07456da166fe2091b4fc0e37161142bdec4eb39c629",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-11-14T08:34:26Z",
    "title_canon_sha256": "a010262a810342dd8f198391f59640885418c88afaa47f95a2818422f2b714ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.07989",
    "kind": "arxiv",
    "version": 7
  }
}