Pith Number

pith:X7YPNFFQ

pith:2024:X7YPNFFQ6UHMZJQME2AOYTFZ5P

not attested not anchored not stored refs pending

Patched MOA: optimizing inference for diverse software development tasks

Asankhaya Sharma

arxiv:2407.18521 v4 · 2024-07-26 · cs.SE · 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{X7YPNFFQ6UHMZJQME2AOYTFZ5P}

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

Eliciting Fine-Tuned Transformer Capabilities via Inference-Time Techniques

Receipt and verification

First computed	2026-07-05T10:56:07.889984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bff0f694b0f50ecca60c2680ec4cb9ebd2c5094816b3db6ff3f7acf7788d7365

Aliases

arxiv: 2407.18521 · arxiv_version: 2407.18521v4 · doi: 10.48550/arxiv.2407.18521 · pith_short_12: X7YPNFFQ6UHM · pith_short_16: X7YPNFFQ6UHMZJQM · pith_short_8: X7YPNFFQ

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/X7YPNFFQ6UHMZJQME2AOYTFZ5P \
  | 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: bff0f694b0f50ecca60c2680ec4cb9ebd2c5094816b3db6ff3f7acf7788d7365

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae099a6ce682edf17cccee72d5b86cbf386f819a6d8bb0174d402756f4ed4d26",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2024-07-26T05:34:34Z",
    "title_canon_sha256": "01fb43daf5b481ce45beaf1f459b92ea06153b91fd0213934a5d932046d0dd37"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18521",
    "kind": "arxiv",
    "version": 4
  }
}