Pith Number

pith:ZML33UX7

pith:2019:ZML33UX7N4MIOCITLQXCNLLWVK

not attested not anchored not stored refs pending

Characterizing the dynamics of learning in repeated reference games

Michael C. Frank, Noah D. Goodman, Robert D. Hawkins

arxiv:1912.07199 v2 · 2019-12-16 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZML33UX7N4MIOCITLQXCNLLWVK}

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

A Dynamic-Semantics Framework for Grounding Human Referring Expressions in Visual Perceptual Data

Receipt and verification

First computed	2026-07-05T00:54:47.057635Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cb17bdd2ff6f188709135c2e26ad76aaaec7a828dfa3ee3e0c17daaaefe2f8b7

Aliases

arxiv: 1912.07199 · arxiv_version: 1912.07199v2 · doi: 10.48550/arxiv.1912.07199 · pith_short_12: ZML33UX7N4MI · pith_short_16: ZML33UX7N4MIOCIT · pith_short_8: ZML33UX7

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/ZML33UX7N4MIOCITLQXCNLLWVK \
  | 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: cb17bdd2ff6f188709135c2e26ad76aaaec7a828dfa3ee3e0c17daaaefe2f8b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "afbbc8bafc3379599c3089eb1689dc2bc76384369fbea75c24ebd1249c1b640c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-12-16T05:25:07Z",
    "title_canon_sha256": "11f92f74ef502d411b601cd98ef16dc373b868a58db4555dd7e623f66377fb20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.07199",
    "kind": "arxiv",
    "version": 2
  }
}