Pith Number

pith:C55MWV5W

pith:2021:C55MWV5WFQCYY4DQG3UJS5ZRS5

not attested not anchored not stored refs pending

Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers

Andreas Niekler, Christopher Schr\"oder, Martin Potthast

arxiv:2107.05687 v2 · 2021-07-12 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{C55MWV5WFQCYY4DQG3UJS5ZRS5}

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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

Neuron-Aware Active Few-Shot Learning for LLMs

Receipt and verification

First computed	2026-07-05T04:06:43.993270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

177acb57b62c058c707036e89977319774d84d4658c5a190e7fdeb9c56145288

Aliases

arxiv: 2107.05687 · arxiv_version: 2107.05687v2 · doi: 10.48550/arxiv.2107.05687 · pith_short_12: C55MWV5WFQCY · pith_short_16: C55MWV5WFQCYY4DQ · pith_short_8: C55MWV5W

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/C55MWV5WFQCYY4DQG3UJS5ZRS5 \
  | 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: 177acb57b62c058c707036e89977319774d84d4658c5a190e7fdeb9c56145288

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6837996bb7826e0e2144a84a5ac6d895ff70536d77fdb6ef2f383650d955f63e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-07-12T18:56:04Z",
    "title_canon_sha256": "f62df9605c7275b4adc38105b035f52b07e9eff5bfdd2b34e6a2e052b59e3aaf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.05687",
    "kind": "arxiv",
    "version": 2
  }
}