Pith Number

pith:G2W7DBW7

pith:2026:G2W7DBW7LA7A5MLXOSTQTNLHTK

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Rethinking Meeting Effectiveness: A Benchmark and Framework for Temporal Fine-grained Automatic Meeting Effectiveness Evaluation

Chenhui Chu, Yihang Li

Meeting effectiveness can be measured as the rate of objective achievement within each topical segment over time.

arxiv:2604.17260 v2 · 2026-04-19 · cs.CL

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\pithnumber{G2W7DBW7LA7A5MLXOSTQTNLHTK}

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Record completeness

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2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

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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.

Claims

C1strongest claim

We propose a new paradigm for evaluating meeting effectiveness centered on novel criteria and temporal fine-grained approach. We define effectiveness as the rate of objective achievement over time and assess it for individual topical segments within a meeting.

C2weakest assumption

That meeting objectives can be reliably identified per topical segment and that human or LLM judgments of 'rate of objective achievement' meaningfully capture overall meeting effectiveness.

C3one line summary

Introduces the AMI-ME dataset of 2,459 human-annotated segments and an LLM-judge framework that scores meeting effectiveness as the rate of objective achievement within topical segments.

Receipt and verification

First computed	2026-06-05T01:14:38.940706Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36adf186df583e0eb17774a709b5679a8878e7e87979ffb674571f3d7aab181f

Aliases

arxiv: 2604.17260 · arxiv_version: 2604.17260v2 · doi: 10.48550/arxiv.2604.17260 · pith_short_12: G2W7DBW7LA7A · pith_short_16: G2W7DBW7LA7A5MLX · pith_short_8: G2W7DBW7

Agent API

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Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/G2W7DBW7LA7A5MLXOSTQTNLHTK \
  | 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: 36adf186df583e0eb17774a709b5679a8878e7e87979ffb674571f3d7aab181f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "497389301a3a5c687a8049c26630f2d2a47eb03b78182a78de0867f79c92896f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-04-19T04:59:53Z",
    "title_canon_sha256": "a3e131abd0af42d34317a1084b2c86a6b37af20a1ecab05feeaa128c75a5e27a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2604.17260",
    "kind": "arxiv",
    "version": 2
  }
}