Pith Number

pith:UPFCSFK3

pith:2024:UPFCSFK3B7MTDVAJ2S5L6JOKLD

not attested not anchored not stored refs pending

ML-SPEAK: A Theory-Guided Machine Learning Method for Studying and Predicting Conversational Turn-taking Patterns

Juan Segundo Hevia, Lisa R. O'Bryan, Madeline Navarro, Santiago Segarra

arxiv:2411.15405 v1 · 2024-11-23 · 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{UPFCSFK3B7MTDVAJ2S5L6JOKLD}

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.

Receipt and verification

First computed	2026-07-05T09:39:34.020052Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3ca29155b0fd931d409d4babf25ca58f1e2e1b1b6dd04fde10c5dc1cdcc4048

Aliases

arxiv: 2411.15405 · arxiv_version: 2411.15405v1 · doi: 10.48550/arxiv.2411.15405 · pith_short_12: UPFCSFK3B7MT · pith_short_16: UPFCSFK3B7MTDVAJ · pith_short_8: UPFCSFK3

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/UPFCSFK3B7MTDVAJ2S5L6JOKLD \
  | 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: a3ca29155b0fd931d409d4babf25ca58f1e2e1b1b6dd04fde10c5dc1cdcc4048

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "276b7f9d21d7ba42b18c0d3dbbaf783a398b82332a34804ef4c518b10f57e587",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-11-23T01:27:01Z",
    "title_canon_sha256": "c82b4c928c05b1ed52281bffddeb21e1b87abe9601dd0f83bc77abc41845523f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15405",
    "kind": "arxiv",
    "version": 1
  }
}