Pith Number

pith:J5DLNCPK

pith:2025:J5DLNCPKXAKTMZRLCUPCLGCJ6L

not attested not anchored not stored refs pending

Comparing Few-Shot Prompting of GPT-4 LLMs with BERT Classifiers for Open-Response Assessment in Tutor Equity Training

Conrad Borchers, Danielle Thomas, Kenneth R. Koedinger, Sanjit Kakarla, Shambhavi Bhushan

arxiv:2501.06658 v1 · 2025-01-11 · 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{J5DLNCPKXAKTMZRLCUPCLGCJ6L}

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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

Quality-Conditioned Agreement in Automated Short Answer Scoring: Mid-Range Degradation and the Impact of Task-Specific Adaptation

Receipt and verification

First computed	2026-07-05T10:00:07.942516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4f46b689eab81536662b151e259849f2c4936e3687b4b7f1f7ecfb5530049237

Aliases

arxiv: 2501.06658 · arxiv_version: 2501.06658v1 · doi: 10.48550/arxiv.2501.06658 · pith_short_12: J5DLNCPKXAKT · pith_short_16: J5DLNCPKXAKTMZRL · pith_short_8: J5DLNCPK

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/J5DLNCPKXAKTMZRLCUPCLGCJ6L \
  | 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: 4f46b689eab81536662b151e259849f2c4936e3687b4b7f1f7ecfb5530049237

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f9d6e0fad31de0125cbfc86b5488f014842cb14229786c31de5c239f2eb5f59",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-01-11T22:59:37Z",
    "title_canon_sha256": "aebbf9d621be432f193ad773db95f6ff499f87cc2ef6bb71050995fd6975fe5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.06658",
    "kind": "arxiv",
    "version": 1
  }
}