Pith Number

pith:LFLMFYVP

pith:2024:LFLMFYVP7R73QDRWTHLVQLZGAX

not attested not anchored not stored refs pending

RAMBO: Enhancing RAG-based Repository-Level Method Body Completion

Duc-Thieu Luu-Van, Hieu Dinh Vo, Son Nguyen, Thanh-Phat Nguyen, Thu-Trang Nguyen, Tuan-Dung Bui

arxiv:2409.15204 v3 · 2024-09-23 · cs.SE · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LFLMFYVP7R73QDRWTHLVQLZGAX}

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

Boosting Open-Source LLMs for Program Repair via Reasoning Transfer and LLM-Guided Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:47:14.123351Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5956c2e2affc7fb80e3699d7582f2605f8e65bb2eb4f91cc21caefa8862094ed

Aliases

arxiv: 2409.15204 · arxiv_version: 2409.15204v3 · doi: 10.48550/arxiv.2409.15204 · pith_short_12: LFLMFYVP7R73 · pith_short_16: LFLMFYVP7R73QDRW · pith_short_8: LFLMFYVP

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/LFLMFYVP7R73QDRWTHLVQLZGAX \
  | 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: 5956c2e2affc7fb80e3699d7582f2605f8e65bb2eb4f91cc21caefa8862094ed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f64190d936c0b5f64e0139e14588e738545cdfdc8ff8100524653c6225ec362",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/publicdomain/zero/1.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-09-23T16:51:43Z",
    "title_canon_sha256": "88463ef107326c00fbf9cdb6c430d21cae82e8e4d612b329510f6ea1a72dac9e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.15204",
    "kind": "arxiv",
    "version": 3
  }
}