Pith Number

pith:U6ZCZUVR

pith:2025:U6ZCZUVRQ3NGMHRLEOQA42RZRR

not attested not anchored not stored refs pending

Are Language Models Up to Sequential Optimization Problems? From Evaluation to a Hegelian-Inspired Enhancement

Soheil Abbasloo

arxiv:2502.02573 v1 · 2025-02-04 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U6ZCZUVRQ3NGMHRLEOQA42RZRR}

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	2026-07-05T10:09:30.393283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a7b22cd2b186da661e2b23a00e6a398c572322f8186f48ff88e8682af37f9672

Aliases

arxiv: 2502.02573 · arxiv_version: 2502.02573v1 · doi: 10.48550/arxiv.2502.02573 · pith_short_12: U6ZCZUVRQ3NG · pith_short_16: U6ZCZUVRQ3NGMHRL · pith_short_8: U6ZCZUVR

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/U6ZCZUVRQ3NGMHRLEOQA42RZRR \
  | 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: a7b22cd2b186da661e2b23a00e6a398c572322f8186f48ff88e8682af37f9672

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2880d60ed8231133322410bcd4ceb7ca96635ba2760625372a1117196806476f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-02-04T18:47:31Z",
    "title_canon_sha256": "c7a90c465bfe69c2bcd55cf4e5caa3ad594c7cc8dfc953270fdf8aa9b4114303"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02573",
    "kind": "arxiv",
    "version": 1
  }
}