Pith Number

pith:MTWP3KKG

pith:2024:MTWP3KKG25EVXDC5KG6DLFQCYV

not attested not anchored not stored refs pending

A Systematic Review of Knowledge Tracing and Large Language Models in Education: Opportunities, Issues, and Future Research

Rabia Emhamed AlMamlook, Tasnim Gharaibeh, Yongwan Cho

arxiv:2412.09248 v1 · 2024-12-12 · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MTWP3KKG25EVXDC5KG6DLFQCYV}

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

Position: LLMs Can be Good Tutors in English Education

Receipt and verification

First computed	2026-07-05T09:48:21.633616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64ecfda946d7495b8c5d51bc359602c5771975cee55ea85b307b4c19d7ec07b8

Aliases

arxiv: 2412.09248 · arxiv_version: 2412.09248v1 · doi: 10.48550/arxiv.2412.09248 · pith_short_12: MTWP3KKG25EV · pith_short_16: MTWP3KKG25EVXDC5 · pith_short_8: MTWP3KKG

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/MTWP3KKG25EVXDC5KG6DLFQCYV \
  | 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: 64ecfda946d7495b8c5d51bc359602c5771975cee55ea85b307b4c19d7ec07b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a53f83100390b9c33a8e65792db75bbcd76f34a858a8f76e727776532b7b10ad",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2024-12-12T13:00:50Z",
    "title_canon_sha256": "8b3ea27a540fced9d98fca109a3657f9c6138ac1aa9cd0e9d720f05dd910dc82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09248",
    "kind": "arxiv",
    "version": 1
  }
}