Pith Number

pith:KDVKGKOY

pith:2024:KDVKGKOYFW4YVRRH4X64WRTXUZ

not attested not anchored not stored refs pending

Exploring Facets of Language Generation in the Limit

Chirag Pabbaraju, Moses Charikar

arxiv:2411.15364 v2 · 2024-11-22 · cs.DS · 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{KDVKGKOYFW4YVRRH4X64WRTXUZ}

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

4 papers in Pith

Space-Efficient Language Generation in the Limit

Why Code, Why Now: An Information-Theoretic Perspective on the Limits of Machine Learning

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

Mistake-Bounded Language Generation

Receipt and verification

First computed	2026-07-05T09:53:46.466825Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

50eaa329d82db98ac627e5fdcb4677a646e6f35ca30f26990d1610b31cd6afe9

Aliases

arxiv: 2411.15364 · arxiv_version: 2411.15364v2 · doi: 10.48550/arxiv.2411.15364 · pith_short_12: KDVKGKOYFW4Y · pith_short_16: KDVKGKOYFW4YVRRH · pith_short_8: KDVKGKOY

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/KDVKGKOYFW4YVRRH4X64WRTXUZ \
  | 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: 50eaa329d82db98ac627e5fdcb4677a646e6f35ca30f26990d1610b31cd6afe9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "680a5e73ab13bea6412a626c44f35dcb5efd64b3ef7bfb4fb50f16cf31afa82c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DS",
    "submitted_at": "2024-11-22T22:13:40Z",
    "title_canon_sha256": "75937fd2a31c2cd6f7560aa18cddb144209f4db194fc85b69f28cfc7be68893d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15364",
    "kind": "arxiv",
    "version": 2
  }
}