Pith Number

pith:4W5AGCPQ

pith:2025:4W5AGCPQNWWRIG62KUDY3HCOI7

not attested not anchored not stored refs pending

Intent Factored Generation: Unleashing the Diversity in Your Language Model

Danijela Horak, Eltayeb Ahmed, Jakob N. Foerster, Martha Elliott, Uljad Berdica

arxiv:2506.09659 v1 · 2025-06-11 · cs.AI · cs.CL · 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{4W5AGCPQNWWRIG62KUDY3HCOI7}

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

Annotations Mitigate Post-Training Mode Collapse

When Do We Need LLMs? A Diagnostic for Language-Driven Bandits

Receipt and verification

First computed	2026-07-05T11:19:54.705419Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e5ba0309f06dad141bda55078d9c4e47c49c7abe754921ae8817e265e510e504

Aliases

arxiv: 2506.09659 · arxiv_version: 2506.09659v1 · doi: 10.48550/arxiv.2506.09659 · pith_short_12: 4W5AGCPQNWWR · pith_short_16: 4W5AGCPQNWWRIG62 · pith_short_8: 4W5AGCPQ

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/4W5AGCPQNWWRIG62KUDY3HCOI7 \
  | 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: e5ba0309f06dad141bda55078d9c4e47c49c7abe754921ae8817e265e510e504

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95655d4c2145023b5ad346bd4c75b96390e8b229ab94742e9af56c8532fa5281",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-11T12:26:45Z",
    "title_canon_sha256": "b6871d252b1727db642df0108d4a30ff6e81fea2e4c864263bc26e249f1cd884"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.09659",
    "kind": "arxiv",
    "version": 1
  }
}