Pith Number

pith:KRJSEIOP

pith:2024:KRJSEIOP7PEAVIW2KBSIEOAFMC

not attested not anchored not stored refs pending

ReflectionCoder: Learning from Reflection Sequence for Enhanced One-off Code Generation

Aojun Zhou, Hongsheng Li, Houxing Ren, Junting Pan, Mingjie Zhan, Zhongyuan Wu

arxiv:2405.17057 v2 · 2024-05-27 · cs.CL · 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{KRJSEIOP7PEAVIW2KBSIEOAFMC}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Selective Left-Shift: Turning Test-Time Compute and Difficulty-based Curation into Training Data for Low-Resource Code Generation

Receipt and verification

First computed	2026-07-05T11:11:32.234659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54532221cffbc80aa2da506482380560bdbf2f43814106c4a07eeaf8a75ea429

Aliases

arxiv: 2405.17057 · arxiv_version: 2405.17057v2 · doi: 10.48550/arxiv.2405.17057 · pith_short_12: KRJSEIOP7PEA · pith_short_16: KRJSEIOP7PEAVIW2 · pith_short_8: KRJSEIOP

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/KRJSEIOP7PEAVIW2KBSIEOAFMC \
  | 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: 54532221cffbc80aa2da506482380560bdbf2f43814106c4a07eeaf8a75ea429

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32c268d46b317d29aa6689f2e95f86c338492c76db7ba2095c15e3411eecc745",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-27T11:27:00Z",
    "title_canon_sha256": "ae3a0c7380b05df732cdfaef2f7292612371992792b02f32bb98725c3fa5f9f8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17057",
    "kind": "arxiv",
    "version": 2
  }
}