Pith Number

pith:L2XAU6C7

pith:2018:L2XAU6C7YWOQLPH6KRLZBASDQK

not attested not anchored not stored refs pending

Importance of Search and Evaluation Strategies in Neural Dialogue Modeling

Alexander H. Miller, Ilia Kulikov, Jason Weston, Kyunghyun Cho

arxiv:1811.00907 v3 · 2018-11-02 · 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{L2XAU6C7YWOQLPH6KRLZBASDQK}

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

1 paper in Pith

Scaling LLM Inference Beyond Amdahl`s Limits via Eliminating Non-Scalable Overheads

Receipt and verification

First computed	2026-07-05T00:16:31.615882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5eae0a785fc59d05bcfe54579082438295e26cd93d4443bb27bd94269a67823f

Aliases

arxiv: 1811.00907 · arxiv_version: 1811.00907v3 · doi: 10.48550/arxiv.1811.00907 · pith_short_12: L2XAU6C7YWOQ · pith_short_16: L2XAU6C7YWOQLPH6 · pith_short_8: L2XAU6C7

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/L2XAU6C7YWOQLPH6KRLZBASDQK \
  | 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: 5eae0a785fc59d05bcfe54579082438295e26cd93d4443bb27bd94269a67823f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6142b5e9c6c087f23926f2a46944f209cf7b3b77032a21329bb51ba7fd5ea4ba",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-11-02T14:54:50Z",
    "title_canon_sha256": "1b079af9d40bca10196b6a30af248ca3f961bb5fea39cd05fd642709aa4bb454"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.00907",
    "kind": "arxiv",
    "version": 3
  }
}