Pith Number

pith:A2DXI2HL

pith:2023:A2DXI2HL6OYFWIURGGKDNH2LAZ

not attested not anchored not stored refs pending

Evaluating and Explaining Large Language Models for Code Using Syntactic Structures

Alejandro Velasco, Daniel Rodriguez-Cardenas, David N Palacio, Denys Poshyvanyk, Kevin Moran

arxiv:2308.03873 v1 · 2023-08-07 · cs.SE · cs.LG

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\usepackage{pith}
\pithnumber{A2DXI2HL6OYFWIURGGKDNH2LAZ}

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Record completeness

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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

1 paper in Pith

A Survey on Large Language Models for Code Generation

Receipt and verification

First computed	2026-07-05T06:39:18.976084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

06877468ebf3b05b22913194369f4b0672d76ea8d8c7cb9e7496bbfd5ed6ade2

Aliases

arxiv: 2308.03873 · arxiv_version: 2308.03873v1 · doi: 10.48550/arxiv.2308.03873 · pith_short_12: A2DXI2HL6OYF · pith_short_16: A2DXI2HL6OYFWIUR · pith_short_8: A2DXI2HL

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/A2DXI2HL6OYFWIURGGKDNH2LAZ \
  | 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: 06877468ebf3b05b22913194369f4b0672d76ea8d8c7cb9e7496bbfd5ed6ade2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2ca4c2b512fba8e5e576de7fb1772e182e529ebdc8d77719cc3789e857c87902",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-08-07T18:50:57Z",
    "title_canon_sha256": "2fc1049e4201fe843560de5798d6143c0acfae48353d1ce34bd7bbaea3d92908"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.03873",
    "kind": "arxiv",
    "version": 1
  }
}