Pith Number

pith:QYFKU64A

pith:2026:QYFKU64AX6C2KGZBURZATTP4HD

not attested not anchored not stored refs pending

Parallel LLM Reasoning for Bias-Resilient, Robust Conceptual Abstraction

Adeyemi Adeseye, Aisvarya Adeseye, Jouni Isoaho

arxiv:2605.20194 v1 · 2026-04-04 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QYFKU64AX6C2KGZBURZATTP4HD}

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	2026-05-21T00:04:20.546962Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

860aaa7b80bf85a51b21a47209cdfc38e42d2713fb2b92b725d655f2758c7cdf

Aliases

arxiv: 2605.20194 · arxiv_version: 2605.20194v1 · doi: 10.48550/arxiv.2605.20194 · pith_short_12: QYFKU64AX6C2 · pith_short_16: QYFKU64AX6C2KGZB · pith_short_8: QYFKU64A

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/QYFKU64AX6C2KGZBURZATTP4HD \
  | 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: 860aaa7b80bf85a51b21a47209cdfc38e42d2713fb2b92b725d655f2758c7cdf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f79b15f47c7202acfd9f31bad78be8d8ba903c66ec2cc1989b8991f69b00c395",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-04-04T05:11:20Z",
    "title_canon_sha256": "ad4c1da2ff25649932f6fdb1d225473461d706f95e924a0afd569a5f9d50ee6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.20194",
    "kind": "arxiv",
    "version": 1
  }
}