Pith Number

pith:AHXHNF23

pith:2025:AHXHNF23HF3BVONIHWEJPR4NQ4

not attested not anchored not stored refs pending

Comparative Evaluation of Prompting and Fine-Tuning for Applying Large Language Models to Grid-Structured Geospatial Data

Akash Dhruv, Jordan Branham, Tanwi Mallick, Yangxinyu Xie

arxiv:2505.17116 v1 · 2025-05-21 · cs.CL · cs.ET

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AHXHNF23HF3BVONIHWEJPR4NQ4}

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	2026-07-05T11:07:47.361021Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01ee76975b39761ab9a83d8897c78d871832de6065cb3de6b3b4cde9c0afc7e8

Aliases

arxiv: 2505.17116 · arxiv_version: 2505.17116v1 · doi: 10.48550/arxiv.2505.17116 · pith_short_12: AHXHNF23HF3B · pith_short_16: AHXHNF23HF3BVONI · pith_short_8: AHXHNF23

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/AHXHNF23HF3BVONIHWEJPR4NQ4 \
  | 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: 01ee76975b39761ab9a83d8897c78d871832de6065cb3de6b3b4cde9c0afc7e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c1ada53522cfada57fdbf6b73b422eee26efe1b7a52075582fb14bbd9fed9a5",
    "cross_cats_sorted": [
      "cs.ET"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-05-21T16:27:51Z",
    "title_canon_sha256": "1850d6367bca37eeefe42f911ffa43e15720674fcb26c93e5dd82723c09b8390"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17116",
    "kind": "arxiv",
    "version": 1
  }
}