Pith Number

pith:RWLB6WUM

pith:2024:RWLB6WUMBXJHQ4IO2BLL3DK3W2

not attested not anchored not stored refs pending

Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion

Wei Cheng, Wei Hu, Yuhan Wu

arxiv:2405.19782 v1 · 2024-05-30 · cs.SE · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RWLB6WUMBXJHQ4IO2BLL3DK3W2}

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

4 papers in Pith

Contextualized Code Pretraining for Code Generation

In Line with Context: Repository-Level Code Generation via Context Inlining

Beyond Code Snippets: Benchmarking LLMs on Repository-Level Question Answering

How Does Chunking Affect Retrieval-Augmented Code Completion? A Controlled Empirical Study

Receipt and verification

First computed	2026-07-05T08:25:12.450809Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8d961f5a8c0dd278710ed056bd8d5bb6af92c9b039ea446a41b03c3a4a62e2c1

Aliases

arxiv: 2405.19782 · arxiv_version: 2405.19782v1 · doi: 10.48550/arxiv.2405.19782 · pith_short_12: RWLB6WUMBXJH · pith_short_16: RWLB6WUMBXJHQ4IO · pith_short_8: RWLB6WUM

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/RWLB6WUMBXJHQ4IO2BLL3DK3W2 \
  | 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: 8d961f5a8c0dd278710ed056bd8d5bb6af92c9b039ea446a41b03c3a4a62e2c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40a7829dcb943bb0f0e93ff2305ad52aa9662f78dbbb6f5383aab03ede95ce92",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-05-30T07:48:00Z",
    "title_canon_sha256": "fc89e21132a2908761d1d817abe0d64408dbfe47c9533d6365953b57bf048fc2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.19782",
    "kind": "arxiv",
    "version": 1
  }
}