Pith Number

pith:R2BV3YFU

pith:2016:R2BV3YFUXUDAPXO4OO27W7NHUU

not attested not anchored not stored refs pending

Sequence-to-Sequence Learning as Beam-Search Optimization

Alexander M. Rush, Sam Wiseman

arxiv:1606.02960 v2 · 2016-06-09 · cs.CL · cs.LG · cs.NE · 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{R2BV3YFUXUDAPXO4OO27W7NHUU}

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

On the Overscaling Curse of Parallel Thinking: System Efficacy Contradicts Sample Efficiency

V-ABS: Action-Observer Driven Beam Search for Dynamic Visual Reasoning

HAGE: Harnessing Agentic Memory via RL-Driven Weighted Graph Evolution

Receipt and verification

First computed	2026-05-18T00:59:41.920974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e835de0b4bd0607dddc73b5fb7da7a52aa38d5e0a786e655591110a949328b1

Aliases

arxiv: 1606.02960 · arxiv_version: 1606.02960v2 · doi: 10.48550/arxiv.1606.02960 · pith_short_12: R2BV3YFUXUDA · pith_short_16: R2BV3YFUXUDAPXO4 · pith_short_8: R2BV3YFU

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/R2BV3YFUXUDAPXO4OO27W7NHUU \
  | 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: 8e835de0b4bd0607dddc73b5fb7da7a52aa38d5e0a786e655591110a949328b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a275c437d6a189afb954f6196102ac61a9a2e288a79a21fb4d53781319370073",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2016-06-09T13:29:34Z",
    "title_canon_sha256": "a09261f425f7a22bec3cf55e86ef4d81dc6933beff7e567e92c5bf94e2dffdd6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.02960",
    "kind": "arxiv",
    "version": 2
  }
}