Pith Number

pith:P45FGSEZ

pith:2021:P45FGSEZUH4HJVHMTBY4N2AKMZ

not attested not anchored not stored refs pending

Automated essay scoring using efficient transformer-based language models

Akanksha Malhotra, Amir Jafari, Christopher M Ormerod

arxiv:2102.13136 v1 · 2021-02-25 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{P45FGSEZUH4HJVHMTBY4N2AKMZ}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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

3 papers in Pith

Transformer-Based Language Models Across Domain Verticals: Architectures, Applications and Critical Assessment

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

Detecting Alarming Student Verbal Responses using Text and Audio Classifier

Receipt and verification

First computed	2026-07-05T02:18:34.158626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7f3a534899a1f874d4ec9871c6e80a6647a14f3030b357dabb1fbce1b016e3f7

Aliases

arxiv: 2102.13136 · arxiv_version: 2102.13136v1 · doi: 10.48550/arxiv.2102.13136 · pith_short_12: P45FGSEZUH4H · pith_short_16: P45FGSEZUH4HJVHM · pith_short_8: P45FGSEZ

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/P45FGSEZUH4HJVHMTBY4N2AKMZ \
  | 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: 7f3a534899a1f874d4ec9871c6e80a6647a14f3030b357dabb1fbce1b016e3f7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2e2e2c23beb352c92e5cf53d412062ffbe5a0fc19bcf7e05c5e5608307182e22",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-02-25T19:28:39Z",
    "title_canon_sha256": "51f136734ca7cb68a091769a048060eae26b7560160be537c26212f2e2cc78be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.13136",
    "kind": "arxiv",
    "version": 1
  }
}