Pith Number

pith:KXDXBVGV

pith:2024:KXDXBVGVYADEIILGQGQHNOVLOF

not attested not anchored not stored refs pending

A LLM-Powered Automatic Grading Framework with Human-Level Guidelines Optimization

Hang Li, Harry Shomer, Hui Liu, Jiliang Tang, Kaiqi Yang, Yasemin Copur-Gencturk, Yucheng Chu

arxiv:2410.02165 v2 · 2024-10-03 · 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{KXDXBVGVYADEIILGQGQHNOVLOF}

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

4 papers in Pith

LLMs as Teaching Assistants for Mathematics Exam Grading: Reliability, and Practical Usability

"**Important** You should give me full credits!": Exploring Prompt Injection Attacks on LLM-Based Automatic Grading Systems

Creating and Evaluating K-12 GenAI Assessment Graders Through Context Engineering

Learnable Assessment Skills for LLM-based Automated Scoring: Rubric Construction via Iterative Optimization

Receipt and verification

First computed	2026-07-05T11:15:17.783365Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

55c770d4d5c00644216681a076baab7176ced59408408530678a2fe4beee79be

Aliases

arxiv: 2410.02165 · arxiv_version: 2410.02165v2 · doi: 10.48550/arxiv.2410.02165 · pith_short_12: KXDXBVGVYADE · pith_short_16: KXDXBVGVYADEIILG · pith_short_8: KXDXBVGV

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/KXDXBVGVYADEIILGQGQHNOVLOF \
  | 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: 55c770d4d5c00644216681a076baab7176ced59408408530678a2fe4beee79be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd9c30720f72a62c2d400d7e170111b8cf2ee508951278496b748c5c8100777d",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-03T03:11:24Z",
    "title_canon_sha256": "1302bd6851ce7b53c3a9e41481334a7dc8060c2de76ba3e8bfcfab0c1244306a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02165",
    "kind": "arxiv",
    "version": 2
  }
}