Pith Number

pith:644VNZZV

pith:2024:644VNZZV5442LR4M7ZHMGN4Y5B

not attested not anchored not stored refs pending

Improving FIM Code Completions via Context & Curriculum Based Learning

Beyang Liu, Hitesh Sagtani, Rishabh Mehrotra

arxiv:2412.16589 v1 · 2024-12-21 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{644VNZZV5442LR4M7ZHMGN4Y5B}

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

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

Receipt and verification

First computed	2026-07-05T09:52:49.898511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f73956e735ef39a5c78cfe4ec33798e8735649e71440ecae9cc68da21ffdc2ce

Aliases

arxiv: 2412.16589 · arxiv_version: 2412.16589v1 · doi: 10.48550/arxiv.2412.16589 · pith_short_12: 644VNZZV5442 · pith_short_16: 644VNZZV5442LR4M · pith_short_8: 644VNZZV

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/644VNZZV5442LR4M7ZHMGN4Y5B \
  | 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: f73956e735ef39a5c78cfe4ec33798e8735649e71440ecae9cc68da21ffdc2ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "299091c71fb82e23bde2b615a9152c50fb2bb872654d8d8460df574d849902e9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2024-12-21T11:30:54Z",
    "title_canon_sha256": "ec7d4d3d7ee254cf751de79cd0334bc0b1d42aa86c750729dc00c4b86bc4444c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.16589",
    "kind": "arxiv",
    "version": 1
  }
}