Datasets:

rafmacalaba
/

datause-ner

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[ "GRS", ")", "_", "", "", "is", "one", "of", "the", "hottest", "regions", "in", "Ethiopia", ",", "which", "is", "located", "in", "the", "western", "parts", "and", "far", "from", "the", "national", "capital", ",", "Addis", "Ababa", ",", "about", "780",...	[ [ 120, 120, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000364	26	1	train	[ { "text": "CSA", "pred": "DATA_MENTION", "luna_label": 1, "head_score": 0.7884741426, "threshold": 0.5, "start": 569, "end": 572, "key": "fcv_pads_east_africa:000364:26:1:0", "source": "camp2" } ]
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[ "cultural", "beliefs", ",", "and", "limited", "access", "to", "information", "(", "knowledge", "and", "awareness", ")", "on", "violence", "and", "its", "health-related", "consequences", ".", "The", "number", "of", "women", "and", "girls", "accessing", "multi-sec...	[ [ 339, 343, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000364	36	1	train	[ { "text": "2016 Demographic and Health Survey", "pred": "DATA_MENTION", "luna_label": 1, "head_score": 0.7982789874, "threshold": 0.5, "start": 1802, "end": 1836, "key": "fcv_pads_east_africa:000364:36:1:0", "source": "camp2" } ]
[ "", "_5", ".", "11_", "", "", "of", "the", "Procurement", "Regulations", "–", "is", "allowed", "for", "those", "contracts", "identified", "in", "the", "Procurement", "Plan", "tables", "_", "“", "_", "", "", "_Not", "Applicable", "”", "_", "", "*"...	[ [ 19, 21, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000370	1	1	train	[ { "text": "Procurement Plan tables", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.1203144342, "threshold": 0.5, "start": 92, "end": 115, "key": "fcv_pads_east_africa:000370:1:1:0", "source": "camp2" } ]
[ "be", "disaggregated", "<", "br", ">", "by", "sex", ".", "Citizen", "engagement", "is", "an", "indicator", ".", "Annual", "targets", ".", "<", "br", ">", "The", "survey", "for", "the", "beneficiary", "satisfaction", "has", "not", "been", "done", ",", "du...	[ [ 167, 171, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000382	5	1	train	[ { "text": "survey for the beneficiary satisfaction", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.0410484858, "threshold": 0.5, "start": 843, "end": 882, "key": "fcv_pads_east_africa:000382:5:1:1", "source": "camp2" } ]
[ "", "", "_WATER_", "", "", "", "", "_AND_", "", "", "", "", "_SANITATION_", "", "", "", "", "_DEVELOPMENT_", "", "", "", "", "_PROJECT", "(", "WSDP", ")", "_", "", "", "", "", "_Annual", "Report_", "", "", "", "", "_...	[ [ 156, 158, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000387	38	0	train	[ { "text": "fixed asset register", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.0485620424, "threshold": 0.5, "start": 704, "end": 724, "key": "fcv_pads_east_africa:000387:38:0:0", "source": "camp2" } ]
[ "responsibility", "for", "the", "Project", "'", "s", "financial", "statements", ",", "which", "have", "been", "prepared", "on", "the", "accrual", "basis", "method", "of", "financial", "reporting", ",", "using", "appropriate", "accounting", "policies", "in", "acc...	[ [ 146, 147, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000398	17	1	train	[ { "text": "accounting records", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.0485273972, "threshold": 0.5, "start": 709, "end": 727, "key": "fcv_pads_east_africa:000398:17:1:0", "source": "camp2" } ]
[ "/", "sup", ">", "-", "Development", "of", "Application", "Programming", "<", "sup", ">", "Interfaces", "to", "<", "/", "sup", ">", "<", "sup", ">", "allow", "<", "/", "sup", ">", "<", "sup", ">", "for", "<", "/", "sup", ">", "<", "sup", ">", "...	[ [ 61, 63, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000402	15	1	train	[ { "text": "labour market data", "pred": "DATA_MENTION", "luna_label": 0, "head_score": 0.7400847673, "threshold": 0.5, "start": 186, "end": 204, "key": "fcv_pads_east_africa:000402:15:1:0", "source": "camp2" } ]
[ "ment", "Project", "(", "A", "/", "C", "", "", "Opening", "balance", "(", "as", "per", "the", "", "", "SDA", "", "", "reconciliation", ")", "", "", "1", ",", "456", ",", "520", ",", "303", "", "", "", "", "1", ",", "186", ",", "...	[ [ 67, 69, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000410	58	1	train	[ { "text": "Statement of Receipts", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.2797557712, "threshold": 0.5, "start": 200, "end": 221, "key": "fcv_pads_east_africa:000410:58:1:0", "source": "camp2" } ]
[ "Kenya", "Power", "and", "Lighting", "Company", "PLC", "Kenya", "", "", "Off", "", "", "grid", "Solar", "Access", "Project", "(", "KOSAP", ")", "Annual", "Report", "and", "Financial", "Statements", "for", "the", "financial", "year", "ended", "June", "*...	[ [ 154, 155, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000418	9	0	train	[ { "text": "site surveys", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.1065378934, "threshold": 0.5, "start": 712, "end": 724, "key": "fcv_pads_east_africa:000418:9:0:0", "source": "camp2" } ]
[ "", "a", "", "*", "<", "/", "sup", ">", "<", "sup", ">", "true", "<", "/", "sup", ">", "<", "sup", ">", "and", "<", "/", "sup", ">", "<", "sup", ">", "fair", "view", "of", "<", "/", "sup", ">", "the", "state", "of", "affairs", "of", "th...	[ [ 156, 157, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000432	20	1	train	[ { "text": "accounting records", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.026805738, "threshold": 0.5, "start": 455, "end": 473, "key": "fcv_pads_east_africa:000432:20:1:0", "source": "camp2" } ]
[ "", "", "_Zamconsult", "Consulting", "Engineers_", "", "", "", "", "_MARCH", "202_", "", "", "", "", "_", "~", "~", "2", "~", "~", "_", "", "", "i", ".", "To", "ensure", "the", "list", "of", "all", "PAPs", "has", "been", "verified", ...	[ [ 40, 41, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000444	23	0	train	[ { "text": "PAPs register", "pred": "DATA_MENTION", "luna_label": 0, "head_score": 0.7639562488, "threshold": 0.5, "start": 142, "end": 155, "key": "fcv_pads_east_africa:000444:23:0:0", "source": "camp2" } ]
[ "", "", "_Zamconsult", "Consulting", "Engineers_", "", "", "", "", "_MARCH", "202_", "", "", "", "", "_", "~", "~", "2", "~", "~", "_", "", "", "\|", "No", ".", "ACTIVITY", "\|", "March-22", "\|", "Col3", "\|", "April-22", "\|", "Col5", ...	[ [ 266, 268, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000444	25	0	train	[ { "text": "Site Confirmation Survey", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.1205590516, "threshold": 0.5, "start": 707, "end": 731, "key": "fcv_pads_east_africa:000444:25:0:0", "source": "camp2" } ]
[ "", "", "_Zamconsult", "Consulting", "Engineers_", "", "", "", "", "_MARCH", "202_", "", "", "", "", "_", "~", "~", "2", "~", "~", "_", "", "", "", "", "6", "", "", "", "", "MONITORING", "AND", "EVALUATION", "", "", "A", "...	[ [ 313, 316, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000444	30	0	train	[ { "text": "data for these indicators", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.2415542156, "threshold": 0.5, "start": 1697, "end": 1722, "key": "fcv_pads_east_africa:000444:30:0:0", "source": "camp2" } ]
[ ".", "The", "data", "for", "these", "indicators", "will", "be", "collected", "every", "six", "months", "during", "the", "RAP", "implementation", "by", "the", "implementing", "agency", "which", "is", "KIMAWASCO", ",", "SCRCC", "and", "an", "independent", "NGO",...	[ [ 47, 48, "DATA_MENTION" ] ]	fcv	fcv_pads_east_africa	fcv_pads_east_africa:000444	30	1	train	[ { "text": "monitoring data", "pred": "NON_MENTION", "luna_label": 0, "head_score": 0.0518, "threshold": 0.5, "start": 272, "end": 287, "key": "sample:fcv_pads_east_africa:000444:30:1:0", "source": "gold" } ]

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Datause NER (catch-all DATA_MENTION + probe configs)

Catch-all NER views over rafmacalaba/datause-probe-v3 passages (29,346 spans grouped into passage examples). Single entity type DATA_MENTION: every candidate span is tagged, keeps and drops alike — the probe head (not NER tags) owns the keep/drop boundary. No NAMED/DESCRIPTIVE/VAGUE subtypes, no NON_MENTION.

Per-origin thresholds (head best-F1, published holdout sweep)

origin	threshold
`fcv_pads_east_africa`	0.5
`general_prwp`	0.3
`jad_paddy_docs`	0.3
`jdc_operational`	0.5
`refugee_pads`	0.6
`reliefweb`	0.3

Columns

gliner: tokenized_text + ner — every candidate span tagged DATA_MENTION (catch-all; keeps and drops alike).
gliner2: input + output (data_mention = all span strings).
Keep/drop lives in spans[].luna_label + head_score/threshold traceability, not in tags — the probe head owns that boundary.
Traceability on every row: corpus_id, page, chunk, split, spans (per-span text, pred, luna_label, head_score, threshold, char offsets, key, source). Luna keep/drop verdicts are preserved in spans[].luna_label for audit, but tagging follows the head-threshold operating point.

Splits

Doc-disjoint train / val / holdout, inherited from rafmacalaba/datause-probe-v3 (outputs/probe_v3_data), so NER splits match probe splits. See split_stats.json.

Usage

from datasets import load_dataset
gliner  = load_dataset("rafmacalaba/datause-ner", "gliner")
gliner2 = load_dataset("rafmacalaba/datause-ner", "gliner2")
# catch-all supervision: every span is DATA_MENTION:
#   gliner['train']['ner'] / gliner2['train']['output']

Files

gliner_{train,val,holdout}.jsonl, gliner2_{train,val,holdout}.jsonl
labels.json, thresholds.json, split_stats.json
probe_{train,val,holdout}.jsonl, probe_candidate_pool.jsonl, probe_quarantine.jsonl, probe_split_stats.json — mirror of rafmacalaba/datause-probe-v3 (same data, probe_* configs)

Probe configs (same data as `rafmacalaba/datause-probe-v3`)

splits = load_dataset("rafmacalaba/datause-ner", "probe_splits")
cands  = load_dataset("rafmacalaba/datause-ner", "probe_candidates")
quar   = load_dataset("rafmacalaba/datause-ner", "probe_quarantine")

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