Pith Number

pith:4RYD2RPY

pith:2025:4RYD2RPYWHMHBBPG24I5COLY6A

not attested not anchored not stored refs pending

Conversational Education at Scale: A Multi-LLM Agent Workflow for Procedural Learning and Pedagogic Quality Assessment

Fanghua Ye, Jiahuan Pei, Junxiao Wang, Koen Hindriks, Wentao Deng, Xin Sun

arxiv:2507.05528 v2 · 2025-07-07 · cs.AI · 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{4RYD2RPYWHMHBBPG24I5COLY6A}

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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

Lect\=uraAgents: A Multi-Agent Framework for Adaptive Personalized AI-Assisted Learning and Embodied Teaching

Receipt and verification

First computed	2026-07-05T12:05:18.607391Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4703d45f8b1d87085e6d711d13978f03d92966a18c5e13b14fa9fb729e3d892

Aliases

arxiv: 2507.05528 · arxiv_version: 2507.05528v2 · doi: 10.48550/arxiv.2507.05528 · pith_short_12: 4RYD2RPYWHMH · pith_short_16: 4RYD2RPYWHMHBBPG · pith_short_8: 4RYD2RPY

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/4RYD2RPYWHMHBBPG24I5COLY6A \
  | 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: e4703d45f8b1d87085e6d711d13978f03d92966a18c5e13b14fa9fb729e3d892

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "57694c6b5a140cb0ef04d860da31e0f66eb366ae3c1591a92226080cc52abf41",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-07T22:56:37Z",
    "title_canon_sha256": "1ecc88db0a296ae12fe6c94160128285b3c39fb87d2e71095ed93408a44a1696"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.05528",
    "kind": "arxiv",
    "version": 2
  }
}