Pith Number

pith:IZY7KYGT

pith:2025:IZY7KYGTFXNBLL7JZWHS6SL6OB

not attested not anchored not stored refs pending

A comprehensive study of LLM-based argument classification: from LLAMA through GPT-4o to Deepseek-R1

Andrzej Tomski, Filip Gampel, Jakub Gomu{\l}ka, Marcin Pietro\'n, Rafa{\l} Olszowski

arxiv:2507.08621 v2 · 2025-07-11 · cs.CL · cs.AI

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

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\usepackage{pith}
\pithnumber{IZY7KYGTFXNBLL7JZWHS6SL6OB}

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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

ArgBench: Benchmarking LLMs on Computational Argumentation Tasks

Receipt and verification

First computed	2026-07-05T11:42:32.370406Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4671f560d32dda15afe9cd8f2f497e7066ee5a4bf6e927cb8e2b2b510154cc11

Aliases

arxiv: 2507.08621 · arxiv_version: 2507.08621v2 · doi: 10.48550/arxiv.2507.08621 · pith_short_12: IZY7KYGTFXNB · pith_short_16: IZY7KYGTFXNBLL7J · pith_short_8: IZY7KYGT

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/IZY7KYGTFXNBLL7JZWHS6SL6OB \
  | 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: 4671f560d32dda15afe9cd8f2f497e7066ee5a4bf6e927cb8e2b2b510154cc11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d09a590a433e46e3a33687ac58a7098b67178c4eeaedf4156f3620c1750afae3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-11T14:23:40Z",
    "title_canon_sha256": "f9de18d2bf171b55e0ae497ef9479f8120c1b854b3c81a4352fe0c7280e0f6ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.08621",
    "kind": "arxiv",
    "version": 2
  }
}