Datasets:

ClarusC64
/

legal-time-entry-billing-narrative-scope-coherence-risk-v0.1

uid string	dataset_id string	jurisdiction string	court_level string	year int64	area_of_law string	pillar string	series string	input_matter_scope_summary string	input_client_billing_guidelines_summary string	input_time_entries_summary string	input_fee_earner_level_summary string	input_billing_narrative_summary string	input_duration_and_rates_summary string	input_scope_or_guideline_flags string	question string	ground_truth_label string	ground_truth_rationale string	outcome_signal string	early_window_months int64	source_citation string
TE-TR-001	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	UK	Firm Billing	2,023	Commercial	legal_actors	3A	Scope: recover unpaid invoice; pre-action only	Guidelines: no block billing; admin non-billable; cap 10h/week	Draft LBA 2.5h; review contract 1.5h; call client 0.5h	Associate	Narrative: pre-action advice and LBA preparation	Hours 4.5 within cap; rates consistent	null	Is time entry to billing narrative coherent. Answer coherent or incoherent.	coherent	Clear tasks within scope and guideline format.	stable	0	Synthetic
TE-TR-002	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	UK	Firm Billing	2,023	Commercial	legal_actors	3A	Scope: pre-action debt recovery only	Guidelines: no block billing; admin non-billable	Email review; drafting; calls; research 8h single entry	Associate	Narrative: general work on matter	8h block billed; vague narrative	Block billing; vague description	Is time entry to billing narrative coherent. Answer coherent or incoherent.	incoherent	Block billing hides tasks and violates guidelines.	writeoff_risk	0	Synthetic
TE-TR-003	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	US	Firm Billing	2,022	Employment	legal_actors	3A	Scope: respond to demand; assess merits; settlement talks	Guidelines: partner time limited to strategy; admin non-billable	Draft demand response 3h; settlement call 1h; merits memo 2h	Partner	Narrative: strategy review and settlement negotiation	6h partner time aligned to strategy	null	Is time entry to billing narrative coherent. Answer coherent or incoherent.	coherent	Partner billed for strategy tasks, not admin.	stable	0	Synthetic
TE-TR-004	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	US	Firm Billing	2,022	Employment	legal_actors	3A	Scope: settlement only	Guidelines: partner time must be strategy; travel/admin non-billable	Schedule hearing; chase signatures; upload PDFs 4h	Partner	Narrative: strategic case management	4h partner billed for admin tasks	Seniority mismatch; admin billed	Is time entry to billing narrative coherent. Answer coherent or incoherent.	incoherent	Partner billing for admin with misleading narrative.	writeoff_risk	0	Synthetic
TE-TR-005	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	UK	Firm Billing	2,022	Property	legal_actors	3A	Scope: disrepair protocol and negotiation	Guidelines: cap 12h/month; itemised tasks required	Inspect photos 1h; draft protocol letter 2h; liaise expert 1h	Associate	Narrative: protocol investigation and drafting	4h within monthly cap	null	Is time entry to billing narrative coherent. Answer coherent or incoherent.	coherent	Itemised and within cap.	stable	0	Synthetic
TE-TR-006	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	UK	Firm Billing	2,022	Property	legal_actors	3A	Scope: disrepair protocol only	Guidelines: protocol stage only; no litigation tasks billed	Draft claim form 3h; research court fees 1h	Associate	Narrative: progressing claim	4h includes litigation prep outside scope	Out of scope: litigation prep	Is time entry to billing narrative coherent. Answer coherent or incoherent.	incoherent	Billed work exceeds agreed scope.	fee_dispute_risk	1	Synthetic
TE-TR-007	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	EU	Firm Billing	2,020	Commercial	legal_actors	3A	Scope: contract negotiation and redlines	Guidelines: no internal training billed; clear task codes	Redline review 2h; negotiation call 1h	Associate	Narrative: contract redline and negotiation	3h with clear coding	null	Is time entry to billing narrative coherent. Answer coherent or incoherent.	coherent	Aligned to negotiation scope.	stable	0	Synthetic
TE-TR-008	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	EU	Firm Billing	2,020	Commercial	legal_actors	3A	Scope: contract negotiation	Guidelines: do not bill internal training; itemise	Internal training on new template 2h; then redline 1h	Associate	Narrative: contract drafting and review 3h	3h includes training hidden	Guideline breach: training billed; block blend	Is time entry to billing narrative coherent. Answer coherent or incoherent.	incoherent	Training billed and masked inside narrative.	writeoff_risk	0	Synthetic
TE-TR-009	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	UK	Firm Billing	2,021	Employment	legal_actors	3A	Scope: tribunal claim through ET1 filing	Guidelines: cap 8h/week; itemised entries	Draft ET1 2h; review docs 1h; client call 0.5h	Associate	Narrative: ET1 preparation and evidence review	3.5h under cap; clear tasks	null	Is time entry to billing narrative coherent. Answer coherent or incoherent.	coherent	Clean and capped.	stable	0	Synthetic
TE-TR-010	legal-time-entry-billing-narrative-scope-coherence-risk-v0.1	UK	Firm Billing	2,021	Employment	legal_actors	3A	Scope: ET1 filing only	Guidelines: cap 8h/week; no block billing	General work on case 12h	Associate	Narrative: progressing tribunal matter	12h exceeds cap; vague narrative; block	Cap breach; vague; block	Is time entry to billing narrative coherent. Answer coherent or incoherent.	incoherent	Exceeds cap and fails description rules.	fee_dispute_risk	1	Synthetic

What this dataset does

You receive

scope

billing guidelines

time entries

fee earner level

billing narrative

duration and rates

flags

You decide

coherent or incoherent

Daily use

fee dispute risk scan

scope drift scan

block billing detection

seniority mismatch detection

Downloads last month: 14

Number of rows:

Total file size:

14.1 kB