Pith Number

pith:AAPVHBZW

pith:2025:AAPVHBZWYZYT3LTQCRSBFGR3PO

not attested not anchored not stored refs pending

LENS: Learning Ensemble Confidence from Neural States for Multi-LLM Answer Integration

Jizhou Guo

arxiv:2507.23167 v1 · 2025-07-31 · cs.CL · cs.AI · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AAPVHBZWYZYT3LTQCRSBFGR3PO}

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	2026-07-05T11:46:06.789466Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

001f538736c6713dae701464129a3b7b9873c5995bb500433860a0fdd3f64e71

Aliases

arxiv: 2507.23167 · arxiv_version: 2507.23167v1 · doi: 10.48550/arxiv.2507.23167 · pith_short_12: AAPVHBZWYZYT · pith_short_16: AAPVHBZWYZYT3LTQ · pith_short_8: AAPVHBZW

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/AAPVHBZWYZYT3LTQCRSBFGR3PO \
  | 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: 001f538736c6713dae701464129a3b7b9873c5995bb500433860a0fdd3f64e71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "37698e76bfcef0ef17adb2319ca9edaf82f14ab8212e38883d2b1cf41898a596",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-31T00:35:45Z",
    "title_canon_sha256": "66ecb1b80ff727f7d8c78d330d71864506d19306a1cd0b59bd539afc5e49d28c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23167",
    "kind": "arxiv",
    "version": 1
  }
}