Pith Number

pith:7JCE5YDI

pith:2025:7JCE5YDIYKFM2HHXYSPXTRCFLR

not attested not anchored not stored refs pending

Set-LLM: A Permutation-Invariant LLM

Beni Egressy, Jan St\"uhmer

arxiv:2505.15433 v1 · 2025-05-21 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7JCE5YDIYKFM2HHXYSPXTRCFLR}

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.

Cited by

2 papers in Pith

Towards Order Fairness: Mitigating LLMs Order Sensitivity through Dual Group Advantage Optimization

Option-Order Randomisation Reveals a Distributional Position Attractor in Prompted Sandbagging

Receipt and verification

First computed	2026-07-05T11:06:45.540183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa444ee068c28acd1cf7c49f79c4455c755ff9e8d397085c8b7784b508aae675

Aliases

arxiv: 2505.15433 · arxiv_version: 2505.15433v1 · doi: 10.48550/arxiv.2505.15433 · pith_short_12: 7JCE5YDIYKFM · pith_short_16: 7JCE5YDIYKFM2HHX · pith_short_8: 7JCE5YDI

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/7JCE5YDIYKFM2HHXYSPXTRCFLR \
  | 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: fa444ee068c28acd1cf7c49f79c4455c755ff9e8d397085c8b7784b508aae675

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a5c2a2278f545fa72a195770e86764c4be8d7f696e294e6773beed769b6db66",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-21T12:14:26Z",
    "title_canon_sha256": "cd2b548f36f0657ddd56f5d05b0e7a7d87e3371de51cc651f58f35243bb37629"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.15433",
    "kind": "arxiv",
    "version": 1
  }
}