Pith Number

pith:OELEXFZW

pith:2020:OELEXFZW7FNI4JIPPUQDVJGROP

not attested not anchored not stored refs pending

Limitations of Autoregressive Models and Their Alternatives

Aaron Jaech, Chu-Cheng Lin, Jason Eisner, Matthew R. Gormley, Xin Li

arxiv:2010.11939 v3 · 2020-10-22 · cs.LG · cs.CL · 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{OELEXFZW7FNI4JIPPUQDVJGROP}

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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

On the Limits of Prompt-Conditioned Language Models as General-Purpose Learners

Binary Rewards and Reinforcement Learning: Fundamental Challenges

Receipt and verification

First computed	2026-07-05T02:44:34.228847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

71164b9736f95a8e250f7d203aa4d173f683d5e50f4b0c5e271f4c1a871f90dc

Aliases

arxiv: 2010.11939 · arxiv_version: 2010.11939v3 · doi: 10.48550/arxiv.2010.11939 · pith_short_12: OELEXFZW7FNI · pith_short_16: OELEXFZW7FNI4JIP · pith_short_8: OELEXFZW

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/OELEXFZW7FNI4JIPPUQDVJGROP \
  | 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: 71164b9736f95a8e250f7d203aa4d173f683d5e50f4b0c5e271f4c1a871f90dc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2b0f4c7bbfa8fd17ab63df19381192da4ddf2c50ffb330c36558569616e2822",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-22T17:59:09Z",
    "title_canon_sha256": "51f916da6cea98fe74cc46a0b00b665771e126a2f7cf5df7c9e0e3f18789b6f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.11939",
    "kind": "arxiv",
    "version": 3
  }
}