Pith. sign in
Pith Number

pith:47DXI6NB

pith:2025:47DXI6NBKRTRZX6YSB2K2G46Z5
not attested not anchored not stored refs pending

LLMs as Educational Analysts: Transforming Multimodal Data Traces into Actionable Reading Assessment Reports

Amanda Goodwin, Eduardo Davalos, Gautam Biswas, Jorge Alberto Salas, Namrata Srivastava, Sara McFadden, Sun-Joo Cho, Yike Zhang

arxiv:2503.02099 v1 · 2025-03-03 · cs.CY · cs.AI · cs.HC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{47DXI6NBKRTRZX6YSB2K2G46Z5}

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

Receipt and verification
First computed 2026-07-05T10:23:36.468646Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e7c77479a154671cdfd89074ad1b9ecf7b64896c0cac09ecdcd99b128a3448d0

Aliases

arxiv: 2503.02099 · arxiv_version: 2503.02099v1 · doi: 10.48550/arxiv.2503.02099 · pith_short_12: 47DXI6NBKRTR · pith_short_16: 47DXI6NBKRTRZX6Y · pith_short_8: 47DXI6NB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/47DXI6NBKRTRZX6YSB2K2G46Z5 \
  | 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: e7c77479a154671cdfd89074ad1b9ecf7b64896c0cac09ecdcd99b128a3448d0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cbe68235c4cfc506df639edf1a6a6452509a2cfa3cf9c86db008b02f56142f8d",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.HC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2025-03-03T22:34:08Z",
    "title_canon_sha256": "a1cd0b8d73a25a03a6d0607b624aadfdeb7adfb333558c82a7981bccec94435a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.02099",
    "kind": "arxiv",
    "version": 1
  }
}