Pith Number

pith:EFM5PSJS

pith:2021:EFM5PSJSPS2IHBASZTKH7REC5X

not attested not anchored not stored refs pending

Efficient Test Time Adapter Ensembling for Low-resource Language Varieties

Graham Neubig, Sebastian Ruder, Xinyi Wang, Yulia Tsvetkov

arxiv:2109.04877 v1 · 2021-09-10 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{EFM5PSJSPS2IHBASZTKH7REC5X}

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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

An Investigation of Test-time Adaptation for Audio Classification under Background Noise

Receipt and verification

First computed	2026-07-05T03:13:11.070082Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2159d7c9327cb4838412ccd47fc482edfa38bd25d280ea59b98e9579f395545d

Aliases

arxiv: 2109.04877 · arxiv_version: 2109.04877v1 · doi: 10.48550/arxiv.2109.04877 · pith_short_12: EFM5PSJSPS2I · pith_short_16: EFM5PSJSPS2IHBAS · pith_short_8: EFM5PSJS

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/EFM5PSJSPS2IHBASZTKH7REC5X \
  | 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: 2159d7c9327cb4838412ccd47fc482edfa38bd25d280ea59b98e9579f395545d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "023b88dabd68c8ddaac1880c3567ebcffe50acfa0ea79e4b474445fca72a7998",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-10T13:44:46Z",
    "title_canon_sha256": "c4fac4f989fd68cb2501c0a28c7157057de2d6445eed5c4539e3f3c72a9a1e6b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.04877",
    "kind": "arxiv",
    "version": 1
  }
}