Pith Number

pith:SQJG36AK

pith:2021:SQJG36AKXLX3HHU6QZ46LF3UNI

not attested not anchored not stored refs pending

Using Transformers to Provide Teachers with Personalized Feedback on their Classroom Discourse: The TalkMoves Application

Abhijit Suresh, Chenhao Tan, James H. Martin, Jennifer Jacobs, Tamara Sumner, Vivian Lai, Wayne Ward

arxiv:2105.07949 v1 · 2021-04-29 · cs.CY · 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{SQJG36AKXLX3HHU6QZ46LF3UNI}

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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

2 papers in Pith

Supporting Tutors in the Gig Economy with Automated Feedback: A Case Study on Ringle

Does the TalkMoves Codebook Generalize to One-on-One Tutoring and Multimodal Interaction?

Receipt and verification

First computed	2026-07-05T02:40:46.533475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94126df80abaefb39e9e8679e597746a01328e433ccfc3169a097d103a93fc01

Aliases

arxiv: 2105.07949 · arxiv_version: 2105.07949v1 · doi: 10.48550/arxiv.2105.07949 · pith_short_12: SQJG36AKXLX3 · pith_short_16: SQJG36AKXLX3HHU6 · pith_short_8: SQJG36AK

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/SQJG36AKXLX3HHU6QZ46LF3UNI \
  | 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: 94126df80abaefb39e9e8679e597746a01328e433ccfc3169a097d103a93fc01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdb90a15a2202686a2ea24350cbb40db8b9ab650a2569bfed0e479343c4b90f0",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CY",
    "submitted_at": "2021-04-29T20:45:02Z",
    "title_canon_sha256": "6042761f6c4a1ebd149552deacf1b0bc02ac7747b03fcad15c1c44256040ffed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.07949",
    "kind": "arxiv",
    "version": 1
  }
}