Pith Number

pith:MOA2XKQL

pith:2024:MOA2XKQLC3SWQ3HRL4YRO3PBZ6

not attested not anchored not stored refs pending

An Empirical Study on Capability of Large Language Models in Understanding Code Semantics

Hieu Dinh Vo, Son Nguyen, Thanh Trong Vu, Thu-Trang Nguyen

arxiv:2407.03611 v1 · 2024-07-04 · cs.SE · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MOA2XKQLC3SWQ3HRL4YRO3PBZ6}

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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

EyeMulator: Improving Code Language Models by Mimicking Human Visual Attention

Receipt and verification

First computed	2026-07-05T08:39:57.404496Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6381abaa0b16e5686cf15f31176de1cfab9146d371d9f92771b98312373e3900

Aliases

arxiv: 2407.03611 · arxiv_version: 2407.03611v1 · doi: 10.48550/arxiv.2407.03611 · pith_short_12: MOA2XKQLC3SW · pith_short_16: MOA2XKQLC3SWQ3HR · pith_short_8: MOA2XKQL

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/MOA2XKQLC3SWQ3HRL4YRO3PBZ6 \
  | 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: 6381abaa0b16e5686cf15f31176de1cfab9146d371d9f92771b98312373e3900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eb55daf5908e6619f6476a3c0921ea80ae9e85531852f7114c78c58d12536a92",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-04T03:40:58Z",
    "title_canon_sha256": "ded0b969baba33aec325df845b3a740063326554032b322670f2d56a4cbe5f0d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03611",
    "kind": "arxiv",
    "version": 1
  }
}