Pith Number

pith:2Y44MZ7Y

pith:2026:2Y44MZ7YAZLHL4OWJFPVWS6IQR

not attested not anchored not stored refs pending

Neither Replacement nor Panacea: Comparing LLM-Based Conversational and Graphical Decision Support in Industrial Tasks

Alan Serrano, Daniele Mazzei, Daria Mikhaylova, Roberto Figli\`e, Simone Caputo, Tommaso Turchi

arxiv:2605.31287 v1 · 2026-05-29 · cs.CY · cs.AI · 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{2Y44MZ7YAZLHL4OWJFPVWS6IQR}

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.

Receipt and verification

First computed	2026-06-01T01:04:09.068281Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d639c667f8065675f1d6495f5b4bc88450d3a61f9c77eee05d2792dbb34ba28a

Aliases

arxiv: 2605.31287 · arxiv_version: 2605.31287v1 · doi: 10.48550/arxiv.2605.31287 · pith_short_12: 2Y44MZ7YAZLH · pith_short_16: 2Y44MZ7YAZLHL4OW · pith_short_8: 2Y44MZ7Y

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/2Y44MZ7YAZLHL4OWJFPVWS6IQR \
  | 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: d639c667f8065675f1d6495f5b4bc88450d3a61f9c77eee05d2792dbb34ba28a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa419f8e582a064bd57bf720a352aa097a1a443303000a2a6ffe60675216abfd",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2026-05-29T13:22:58Z",
    "title_canon_sha256": "8ac18861b4bd79458678672187186d5e0c000f4b2263b206997ad7ae08fd0a9d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.31287",
    "kind": "arxiv",
    "version": 1
  }
}