Pith Number

pith:4TD6PZU7

pith:2026:4TD6PZU7HIBP6CA3OUCUTRANJX

not attested not anchored not stored refs pending

The Order Matters: Sequential Fine-Tuning of LLaMA for Coherent Automated Essay Scoring

Ali Keramati, Mark Warschauer

arxiv:2606.10327 v1 · 2026-06-09 · cs.CL · 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{4TD6PZU7HIBP6CA3OUCUTRANJX}

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	2026-06-10T01:10:12.051869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4c7e7e69f3a02ff081b750549c40d4dca43c04e75624a4b385adc3d809e0bf1

Aliases

arxiv: 2606.10327 · arxiv_version: 2606.10327v1 · doi: 10.48550/arxiv.2606.10327 · pith_short_12: 4TD6PZU7HIBP · pith_short_16: 4TD6PZU7HIBP6CA3 · pith_short_8: 4TD6PZU7

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/4TD6PZU7HIBP6CA3OUCUTRANJX \
  | 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: e4c7e7e69f3a02ff081b750549c40d4dca43c04e75624a4b385adc3d809e0bf1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6cf265503143c24dc8140473f1e84059e0bd160c28a8808b448b1d68d07a4362",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-09T02:23:46Z",
    "title_canon_sha256": "02762678605bfa6de41b4b46d475975012dc51add7fca3aaad7566680da6c617"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10327",
    "kind": "arxiv",
    "version": 1
  }
}