Pith Number

pith:N3QT7EZD

pith:2015:N3QT7EZD2LD5XI4A7GV355V5SW

not attested not anchored not stored refs pending

Evaluating Prerequisite Qualities for Learning End-to-End Dialog Systems

Alexander Miller, Andreea Gane, Antoine Bordes, Arthur Szlam, Jason Weston, Jesse Dodge, Sumit Chopra, Xiang Zhang

arxiv:1511.06931 v6 · 2015-11-21 · cs.CL · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N3QT7EZD2LD5XI4A7GV355V5SW}

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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

Towards Faster Language Model Inference Using Mixture-of-Experts Flow Matching

Receipt and verification

First computed	2026-05-18T01:16:45.281216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ee13f9323d2c7dba380f9abbef6bd9587ac2275eb7fe97906c4c48ac037dab6

Aliases

arxiv: 1511.06931 · arxiv_version: 1511.06931v6 · doi: 10.48550/arxiv.1511.06931 · pith_short_12: N3QT7EZD2LD5 · pith_short_16: N3QT7EZD2LD5XI4A · pith_short_8: N3QT7EZD

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/N3QT7EZD2LD5XI4A7GV355V5SW \
  | 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: 6ee13f9323d2c7dba380f9abbef6bd9587ac2275eb7fe97906c4c48ac037dab6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "995643f9da15515dbdde75b8e1da1c987cf194cd0ba20da034cb1af82f4e7a9b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2015-11-21T22:26:49Z",
    "title_canon_sha256": "4f02f6c9651c38a295c626efb480a752a48ded8a09efb06836d706e92a998d13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.06931",
    "kind": "arxiv",
    "version": 6
  }
}