Pith Number

pith:TGPEMRNG

pith:2024:TGPEMRNGXYXQ24NZHK4Z6GXHDJ

not attested not anchored not stored refs pending

Evaluating Language Models for Generating and Judging Programming Feedback

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

arxiv:2407.04873 v2 · 2024-07-05 · 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{TGPEMRNGXYXQ24NZHK4Z6GXHDJ}

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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

Wisdom of the Crowd, Without the Crowd: A Socratic LLM for Asynchronous Deliberation on Perspectivist Data

Receipt and verification

First computed	2026-07-05T09:38:49.634424Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

999e4645a6be2f0d71b93ab99f1ae71a7c02bb4a5e3bfd9cd2f0919d5633d13b

Aliases

arxiv: 2407.04873 · arxiv_version: 2407.04873v2 · doi: 10.48550/arxiv.2407.04873 · pith_short_12: TGPEMRNGXYXQ · pith_short_16: TGPEMRNGXYXQ24NZ · pith_short_8: TGPEMRNG

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/TGPEMRNGXYXQ24NZHK4Z6GXHDJ \
  | 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: 999e4645a6be2f0d71b93ab99f1ae71a7c02bb4a5e3bfd9cd2f0919d5633d13b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1a1813e35ae160cb963ed31b9f49c9cbb9d3b8bcd1c7d10ae69c3c2fe3236f9",
    "cross_cats_sorted": [
      "cs.CY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-05T21:44:11Z",
    "title_canon_sha256": "31e630e55637db63c8b34dc5b6f5b3d0664e405ebaecc3feb913b9ecbb130c51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04873",
    "kind": "arxiv",
    "version": 2
  }
}