Pith Number

pith:L7Y75UBN

pith:2024:L7Y75UBNFI4ESJENZYF3VU5NWE

not attested not anchored not stored refs pending

On Characterizations for Language Generation: Interplay of Hallucinations, Breadth, and Stability

Alkis Kalavasis, Anay Mehrotra, Grigoris Velegkas

arxiv:2412.18530 v2 · 2024-12-24 · cs.LG · cs.AI · cs.CL · cs.DS · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L7Y75UBNFI4ESJENZYF3VU5NWE}

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

3 papers in Pith

Space-Efficient Language Generation in the Limit

Validity, Sparse Holes, and Breadth in Language Generation: Banach Density, Topology, and Geometry

Mistake-Bounded Language Generation

Receipt and verification

First computed	2026-07-05T11:31:26.179785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5ff1fed02d2a3849248dce0bbad3adb113fbfe567c14d2a989815a785f39118f

Aliases

arxiv: 2412.18530 · arxiv_version: 2412.18530v2 · doi: 10.48550/arxiv.2412.18530 · pith_short_12: L7Y75UBNFI4E · pith_short_16: L7Y75UBNFI4ESJEN · pith_short_8: L7Y75UBN

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/L7Y75UBNFI4ESJENZYF3VU5NWE \
  | 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: 5ff1fed02d2a3849248dce0bbad3adb113fbfe567c14d2a989815a785f39118f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3a8409592bf6cc42c583eb20f65cc70d74fe7359f4cc5718d0d3b35d751105ca",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.DS",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T16:24:43Z",
    "title_canon_sha256": "d0c0dd35c3ec23bda84de1e3518708f28a8e1aaa2f59f974ac9b32fc27e4654e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18530",
    "kind": "arxiv",
    "version": 2
  }
}