Pith Number

pith:VWOTQDKL

pith:2024:VWOTQDKLIX4L3AI5A2BNS5GI2X

not attested not anchored not stored refs pending

Automated Text Scoring in the Age of Generative AI for the GPU-poor

Alexander Kwako, Christopher Michael Ormerod

arxiv:2407.01873 v1 · 2024-07-02 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VWOTQDKLIX4L3AI5A2BNS5GI2X}

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

2 papers in Pith

AiAWE: An Open-Source LLM Automated Writing Evaluation System Using LoRA-Adapted Instruction-Tuned Models

Knowledge without Wisdom: Measuring Misalignment between LLMs and Intended Impact

Receipt and verification

First computed	2026-07-05T08:39:06.515557Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad9d380d4b45f8bd811d0682d974c8d5e16c34b97be929e61ef5d8be83abf3ac

Aliases

arxiv: 2407.01873 · arxiv_version: 2407.01873v1 · doi: 10.48550/arxiv.2407.01873 · pith_short_12: VWOTQDKLIX4L · pith_short_16: VWOTQDKLIX4L3AI5 · pith_short_8: VWOTQDKL

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/VWOTQDKLIX4L3AI5A2BNS5GI2X \
  | 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: ad9d380d4b45f8bd811d0682d974c8d5e16c34b97be929e61ef5d8be83abf3ac

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4184918eb68ae82873d8ba918aa14d83303b6842eaf4f8e220f3b95ca70ef47b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-02T01:17:01Z",
    "title_canon_sha256": "38505b5c1d953e7cf7693a599967c2f22ceab0a83ebbecc274e07ead30f7f31c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.01873",
    "kind": "arxiv",
    "version": 1
  }
}