Pith Number

pith:J2YLW4FJ

pith:2019:J2YLW4FJBPVCL276VBKEGL43W3

not attested not anchored not stored refs pending

How to Build User Simulators to Train RL-based Dialog Systems

Kun Qian, Weiyan Shi, Xuewei Wang, Zhou Yu

arxiv:1909.01388 v1 · 2019-09-03 · cs.CL · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{J2YLW4FJBPVCL276VBKEGL43W3}

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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

METRO: Towards Strategy Induction from Expert Dialogue Transcripts for Non-collaborative Dialogues

Receipt and verification

First computed	2026-07-05T00:02:15.708999Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4eb0bb70a90bea25ebfea854432f9bb6ca2c9d1be1db3d32aeac24d15823020e

Aliases

arxiv: 1909.01388 · arxiv_version: 1909.01388v1 · doi: 10.48550/arxiv.1909.01388 · pith_short_12: J2YLW4FJBPVC · pith_short_16: J2YLW4FJBPVCL276 · pith_short_8: J2YLW4FJ

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/J2YLW4FJBPVCL276VBKEGL43W3 \
  | 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: 4eb0bb70a90bea25ebfea854432f9bb6ca2c9d1be1db3d32aeac24d15823020e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2c821d451368cad725f92d31ff4719daf5e6498fe9d10aff078dd2c735dd3520",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-09-03T18:22:24Z",
    "title_canon_sha256": "4a5e2a7a6a9a7320ed0f7d7d73f51e5b78a5894e1a5e275a9b29e948237e961c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.01388",
    "kind": "arxiv",
    "version": 1
  }
}