Pith Number

pith:ZSKEYYXR

pith:2024:ZSKEYYXR5WBZOWD22F6IO5FPPD

not attested not anchored not stored refs pending

Semi-Instruct: Bridging Natural-Instruct and Self-Instruct for Code Large Language Models

Dongliang Xu, Qingfu Zhu, Qing Yang, Wanxiang Che, Xianzhen Luo, Xu Wang, Zhiming Zhang

arxiv:2403.00338 v1 · 2024-03-01 · cs.CL

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\usepackage{pith}
\pithnumber{ZSKEYYXR5WBZOWD22F6IO5FPPD}

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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

Distilling Desired Comments for Enhanced Code Review with Large Language Models

Receipt and verification

First computed	2026-07-05T07:51:02.691958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc944c62f1ed8397587ad17c8774af78c5119466f5f36685aaf50e2e86aea50a

Aliases

arxiv: 2403.00338 · arxiv_version: 2403.00338v1 · doi: 10.48550/arxiv.2403.00338 · pith_short_12: ZSKEYYXR5WBZ · pith_short_16: ZSKEYYXR5WBZOWD2 · pith_short_8: ZSKEYYXR

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/ZSKEYYXR5WBZOWD22F6IO5FPPD \
  | 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: cc944c62f1ed8397587ad17c8774af78c5119466f5f36685aaf50e2e86aea50a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "03e70a5017ba9185cda865a22d5f2983f05a074815c218f69d787512c829294f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-03-01T08:05:44Z",
    "title_canon_sha256": "4567f7ce6b9d59bac571b5c31f146748ab07989c96b696973801da2905410b5d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.00338",
    "kind": "arxiv",
    "version": 1
  }
}