pith. sign in
Pith Number

pith:MKIBLPLB

pith:2026:MKIBLPLBE5DXLPZU5IJUU23J5P
not attested not anchored not stored refs pending

Exposing the Unsaid: Visualizing Hidden LLM Bias through Stochastic Path Aggregation

Matteo Pelossi, Mennatallah El-Assady, Rita Sevastjanova, Thilo Spinner

arxiv:2606.19344 v1 · 2026-04-24 · cs.CL · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MKIBLPLBE5DXLPZU5IJUU23J5P}

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 2026-06-19T16:12:22.705755Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

629015bd61274775bf34ea134a6b69ebfdadbf1841295b20f06a95e4efe8ed5d

Aliases

arxiv: 2606.19344 · arxiv_version: 2606.19344v1 · doi: 10.48550/arxiv.2606.19344 · pith_short_12: MKIBLPLBE5DX · pith_short_16: MKIBLPLBE5DXLPZU · pith_short_8: MKIBLPLB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MKIBLPLBE5DXLPZU5IJUU23J5P \
  | 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: 629015bd61274775bf34ea134a6b69ebfdadbf1841295b20f06a95e4efe8ed5d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "09087634973edbfabda257cea15dda6424f7140646ef0f9324d26079242d10f1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-04-24T13:37:51Z",
    "title_canon_sha256": "87a3bc52c7c4784c9ee40c7dfa63fe56e6d4919a03da9fbfa944457552e4fe29"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.19344",
    "kind": "arxiv",
    "version": 1
  }
}