Pith Number

pith:ADIQ6AGJ

pith:2025:ADIQ6AGJ36UK552FPS3Y2DD24Y

not attested not anchored not stored refs pending

Fine-tuning for Better Few Shot Prompting: An Empirical Comparison for Short Answer Grading

Benjamin Nye, Daniel Auerbach, Joel Walsh, Mark Core, Siddarth Mamidanna

arxiv:2508.04063 v1 · 2025-08-06 · 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{ADIQ6AGJ36UK552FPS3Y2DD24Y}

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.

Receipt and verification

First computed	2026-07-05T11:49:20.044919Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00d10f00c9dfa8aef7457cb78d0c7ae61b0233d4948395a32c40c59f47d94502

Aliases

arxiv: 2508.04063 · arxiv_version: 2508.04063v1 · doi: 10.48550/arxiv.2508.04063 · pith_short_12: ADIQ6AGJ36UK · pith_short_16: ADIQ6AGJ36UK552F · pith_short_8: ADIQ6AGJ

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/ADIQ6AGJ36UK552FPS3Y2DD24Y \
  | 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: 00d10f00c9dfa8aef7457cb78d0c7ae61b0233d4948395a32c40c59f47d94502

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c8748b78fd729b22cb6edec57b63d938e7a9d6a8c3b2088d704a7a85fc783a4f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-06T03:52:55Z",
    "title_canon_sha256": "d51b8d20823f56d27cf1dc65af65289e1d87cb08e8b798830a368f2f9c57660a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.04063",
    "kind": "arxiv",
    "version": 1
  }
}