Pith Number

pith:3AX4NITI

pith:2023:3AX4NITIB2OIZTH4DSHF2RQ2VS

not attested not anchored not stored refs pending

Pitfalls in Language Models for Code Intelligence: A Taxonomy and Survey

Chakkrit Tantithamthavorn, Haoyu Wang, Li Li, Xinyu She, Yanjie Zhao, Yiling He, Yue Liu, Zhan Qin

arxiv:2310.17903 v1 · 2023-10-27 · 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{3AX4NITIB2OIZTH4DSHF2RQ2VS}

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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

1 paper in Pith

Code LLMs: A Taxonomy-based Survey

Receipt and verification

First computed	2026-07-05T07:05:54.290327Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d82fc6a2680e9c8cccfc1c8e5d461aacbc26878d5dfa743cea9893de102d7f61

Aliases

arxiv: 2310.17903 · arxiv_version: 2310.17903v1 · doi: 10.48550/arxiv.2310.17903 · pith_short_12: 3AX4NITIB2OI · pith_short_16: 3AX4NITIB2OIZTH4 · pith_short_8: 3AX4NITI

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/3AX4NITIB2OIZTH4DSHF2RQ2VS \
  | 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: d82fc6a2680e9c8cccfc1c8e5d461aacbc26878d5dfa743cea9893de102d7f61

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c48b83f037f1ae30e46552bb87231d39c8b16c418d88a8e0d612294146b9d10f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-10-27T05:32:57Z",
    "title_canon_sha256": "699473cf336b836b109b0bd79aa581f6f389b5d7b640cf2cc9af6ac799c11822"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17903",
    "kind": "arxiv",
    "version": 1
  }
}