Pith Number

pith:3VRRYJRO

pith:2024:3VRRYJRO374XSLEXNHTG2I6YJW

not attested not anchored not stored refs pending

FT2Ra: A Fine-Tuning-Inspired Approach to Retrieval-Augmented Code Completion

Jidong Ge, Junjie Wang, Lei Bu, Qi Guo, Ruitao Feng, Shangqing Liu, Xiaofei Xie, Xiaohong Li, Ze Tang

arxiv:2404.01554 v1 · 2024-04-02 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3VRRYJRO374XSLEXNHTG2I6YJW}

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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

Improving FIM Code Completions via Context & Curriculum Based Learning

Receipt and verification

First computed	2026-07-05T08:03:15.771044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dd631c262edff9792c9769e66d23d84d940398da7780ab905de13086eda33ddb

Aliases

arxiv: 2404.01554 · arxiv_version: 2404.01554v1 · doi: 10.48550/arxiv.2404.01554 · pith_short_12: 3VRRYJRO374X · pith_short_16: 3VRRYJRO374XSLEX · pith_short_8: 3VRRYJRO

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/3VRRYJRO374XSLEXNHTG2I6YJW \
  | 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: dd631c262edff9792c9769e66d23d84d940398da7780ab905de13086eda33ddb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afb52943dd202c7dd308a648bf036e677fe4c360e814a9be741ce5ea5f274fb1",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-04-02T01:42:15Z",
    "title_canon_sha256": "20aa6bce1df8fbe17fb533b96e2d87d23ae406eab9e56dc22a89ff9b21e30e9f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.01554",
    "kind": "arxiv",
    "version": 1
  }
}