Pith Number

pith:AUS3C5YV

pith:2019:AUS3C5YVJJL575BZBDQDUIYJL4

not attested not anchored not stored refs pending

Can Unconditional Language Models Recover Arbitrary Sentences?

Kyunghyun Cho, Nishant Subramani, Samuel R. Bowman

arxiv:1907.04944 v2 · 2019-07-10 · 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{AUS3C5YVJJL575BZBDQDUIYJL4}

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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

1 paper in Pith

Prefix-Tuning: Optimizing Continuous Prompts for Generation

Receipt and verification

First computed	2026-07-05T00:32:38.799984Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0525b177154a57dff43908e03a23095f35d4caafd45a1aec026e8ce1e0c50071

Aliases

arxiv: 1907.04944 · arxiv_version: 1907.04944v2 · doi: 10.48550/arxiv.1907.04944 · pith_short_12: AUS3C5YVJJL5 · pith_short_16: AUS3C5YVJJL575BZ · pith_short_8: AUS3C5YV

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/AUS3C5YVJJL575BZBDQDUIYJL4 \
  | 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: 0525b177154a57dff43908e03a23095f35d4caafd45a1aec026e8ce1e0c50071

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5043e5fd94e036a26a93641e5c051e561ce4965373e7d1a658b6a9a7892bb890",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-07-10T22:13:48Z",
    "title_canon_sha256": "5897429bb30f1aef2b2ab3c8fb2be2543e10477749fc978399637b897d37cfe3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.04944",
    "kind": "arxiv",
    "version": 2
  }
}