Pith Number

pith:2VCNFMBS

pith:2024:2VCNFMBSG5U47CPR3QDJVZOAIY

not attested not anchored not stored refs pending

Open Source Language Models Can Provide Feedback: Evaluating LLMs' Ability to Help Students Using GPT-4-As-A-Judge

Arto Hellas, Charles Koutcheme, Juho Leinonen, Nicola Dainese, Paul Denny, Sami Sarsa

arxiv:2405.05253 v1 · 2024-05-08 · cs.CL · cs.AI · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2VCNFMBSG5U47CPR3QDJVZOAIY}

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

Fine-Tuning Models for Automated Code Review Feedback

Receipt and verification

First computed	2026-07-05T08:17:07.300987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d544d2b0323769cf89f1dc069ae5c046177f6630c4ca1149d375288a222b21bf

Aliases

arxiv: 2405.05253 · arxiv_version: 2405.05253v1 · doi: 10.48550/arxiv.2405.05253 · pith_short_12: 2VCNFMBSG5U4 · pith_short_16: 2VCNFMBSG5U47CPR · pith_short_8: 2VCNFMBS

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/2VCNFMBSG5U47CPR3QDJVZOAIY \
  | 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: d544d2b0323769cf89f1dc069ae5c046177f6630c4ca1149d375288a222b21bf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5aba5b9c5360c165df1ce66d4cb23df4bbe19d437e139dba06497271016bf2aa",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-08T17:57:39Z",
    "title_canon_sha256": "9624b0eae4871f91bda21fefd1fff0cd1d29aba884a514f1656fd9946ac2b42a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.05253",
    "kind": "arxiv",
    "version": 1
  }
}