Pith Number

pith:AWAWDNOT

pith:2024:AWAWDNOTIBXF2ULVPOHU3B7W3R

not attested not anchored not stored refs pending

SPHERE: Scaling Personalized Feedback in Programming Classrooms with Structured Review of LLM Outputs

Marcus Huynh, Sam Wong, Xiaohang Tang, Yalong Yang, Yan Chen, Zicheng He

arxiv:2410.16513 v1 · 2024-10-21 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AWAWDNOTIBXF2ULVPOHU3B7W3R}

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

1 paper in Pith

An Explainable AI Assistant for Introductory Programming Education: Improving Feedback Reliability with Instructor-AI Collaboration

Receipt and verification

First computed	2026-07-05T09:24:02.752109Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

058161b5d3406e5d51757b8f4d87f6dc7ea016856105272a333a4c3292870ea8

Aliases

arxiv: 2410.16513 · arxiv_version: 2410.16513v1 · doi: 10.48550/arxiv.2410.16513 · pith_short_12: AWAWDNOTIBXF · pith_short_16: AWAWDNOTIBXF2ULV · pith_short_8: AWAWDNOT

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/AWAWDNOTIBXF2ULVPOHU3B7W3R \
  | 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: 058161b5d3406e5d51757b8f4d87f6dc7ea016856105272a333a4c3292870ea8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a7342bddfcb2486bf9dcd0b1af4850b3dcd1556808cfed8af8514337c09adf33",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2024-10-21T21:10:38Z",
    "title_canon_sha256": "569b48b916247e3e57090b59658956876352eebf8a4cd16cabd50fd3f1026c20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16513",
    "kind": "arxiv",
    "version": 1
  }
}