Pith Number

pith:TNXECA7R

pith:2024:TNXECA7RPIPNC4WY4DUJMDONDX

not attested not anchored not stored refs pending

DSTC: Direct Preference Learning with Only Self-Generated Tests and Code to Improve Code LMs

Boyi Liu, Shenao Zhang, Yingxiang Yang, Yongfei Liu, Zhaoran Wang, Zhihan Liu

arxiv:2411.13611 v3 · 2024-11-20 · cs.SE · cs.AI

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\usepackage{pith}
\pithnumber{TNXECA7RPIPNC4WY4DUJMDONDX}

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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

3 papers in Pith

ACE: Self-Evolving LLM Coding Framework via Adversarial Unit Test Generation and Preference Optimization

ZeroCoder: Can LLMs Improve Code Generation Without Ground-Truth Supervision?

Receipt and verification

First computed	2026-07-05T09:46:54.910017Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b6e4103f17a1ed172d8e0e8960dcd1dff08bfe4181beb837005ccdd31518b2b

Aliases

arxiv: 2411.13611 · arxiv_version: 2411.13611v3 · doi: 10.48550/arxiv.2411.13611 · pith_short_12: TNXECA7RPIPN · pith_short_16: TNXECA7RPIPNC4WY · pith_short_8: TNXECA7R

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/TNXECA7RPIPNC4WY4DUJMDONDX \
  | 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: 9b6e4103f17a1ed172d8e0e8960dcd1dff08bfe4181beb837005ccdd31518b2b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfbe655e4bbf98896726b8a4618a7f16a40b4eafd1494ba3d58d00f9b0702508",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-11-20T02:03:16Z",
    "title_canon_sha256": "2c0cfa04fed4894517b52ef5e92967963d66d96d0da27889d2de3260012b7bcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13611",
    "kind": "arxiv",
    "version": 3
  }
}