PRBench Legal
SL · Professional reasoning · Rubric
Applied legal reasoning on professional-domain tasks.
Rank #13 · Source label: Gemini 3.8 Flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Scale Labs
- Raw value
- 48.9%
- Percentile
- 70.7%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from the public Scale Labs page for scale-prbench-legal. Reported model configuration: Gemini 3.8 Flash. Collapse policy: highest reported score per canonical model.
70.7% percentile inside its fair comparison set48.9%Raw benchmark value
Text Arena · Expert
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena expert leaderboard.
Rank #16 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,526
- Percentile
- 95.4%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: expert. Source rank: #16. Votes: 3109. Organization: google. License: Proprietary.
95.4% percentile inside its fair comparison set1,526Raw benchmark valueCI 1,515 - 1,537
Text Arena · Industry Business And Management And Financial Operations
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_business_and_management_and_financial_operations leaderboard.
Rank #25 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,481
- Percentile
- 93.5%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_business_and_management_and_financial_operations. Source rank: #26. Votes: 4900. Organization: google. License: Proprietary.
93.5% percentile inside its fair comparison set1,481Raw benchmark valueCI 1,472 - 1,490
Text Arena · Industry Entertainment And Sports And Media
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_entertainment_and_sports_and_media leaderboard.
Rank #10 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,471
- Percentile
- 97.6%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_entertainment_and_sports_and_media. Source rank: #10. Votes: 6903. Organization: google. License: Proprietary.
97.6% percentile inside its fair comparison set1,471Raw benchmark valueCI 1,463 - 1,480
Text Arena · Industry Legal And Government
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_legal_and_government leaderboard.
Rank #23 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,492
- Percentile
- 93.7%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_legal_and_government. Source rank: #23. Votes: 2385. Organization: google. License: Proprietary.
93.7% percentile inside its fair comparison set1,492Raw benchmark valueCI 1,480 - 1,505
Text Arena · Industry Life And Physical And Social Science
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_life_and_physical_and_social_science leaderboard.
Rank #10 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,517
- Percentile
- 97.6%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_life_and_physical_and_social_science. Source rank: #10. Votes: 4290. Organization: google. License: Proprietary.
97.6% percentile inside its fair comparison set1,517Raw benchmark valueCI 1,508 - 1,527
Text Arena · Industry Mathematical
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_mathematical leaderboard.
Rank #11 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,512
- Percentile
- 97.2%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_mathematical. Source rank: #11. Votes: 1506. Organization: google. License: Proprietary.
97.2% percentile inside its fair comparison set1,512Raw benchmark valueCI 1,496 - 1,528
Text Arena · Industry Medicine And Healthcare
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_medicine_and_healthcare leaderboard.
Rank #10 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,510
- Percentile
- 97.4%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_medicine_and_healthcare. Source rank: #10. Votes: 1840. Organization: google. License: Proprietary.
97.4% percentile inside its fair comparison set1,510Raw benchmark valueCI 1,496 - 1,525
Text Arena · Industry Software And It Services
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_software_and_it_services leaderboard.
Rank #23 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,517
- Percentile
- 94.1%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_software_and_it_services. Source rank: #23. Votes: 10103. Organization: google. License: Proprietary.
94.1% percentile inside its fair comparison set1,517Raw benchmark valueCI 1,510 - 1,523
Text Arena · Industry Writing And Literature And Language
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_writing_and_literature_and_language leaderboard.
Rank #9 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,487
- Percentile
- 97.9%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_writing_and_literature_and_language. Source rank: #9. Votes: 7274. Organization: google. License: Proprietary.
97.9% percentile inside its fair comparison set1,487Raw benchmark valueCI 1,479 - 1,495
Text Arena · Expert · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena expert leaderboard.
Rank #11 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,527
- Percentile
- 96.9%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: expert. Source rank: #11. Votes: 3109. Organization: google. License: Proprietary.
96.9% percentile inside its fair comparison set1,527Raw benchmark valueCI 1,516 - 1,538
Text Arena · Industry Business And Management And Financial Operations · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_business_and_management_and_financial_operations leaderboard.
Rank #12 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,480
- Percentile
- 97%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_business_and_management_and_financial_operations. Source rank: #12. Votes: 4900. Organization: google. License: Proprietary.
97% percentile inside its fair comparison set1,480Raw benchmark valueCI 1,471 - 1,489
Text Arena · Industry Entertainment And Sports And Media · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_entertainment_and_sports_and_media leaderboard.
Rank #10 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,474
- Percentile
- 97.6%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_entertainment_and_sports_and_media. Source rank: #10. Votes: 6903. Organization: google. License: Proprietary.
97.6% percentile inside its fair comparison set1,474Raw benchmark valueCI 1,466 - 1,482
Text Arena · Industry Legal And Government · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_legal_and_government leaderboard.
Rank #12 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,499
- Percentile
- 96.8%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_legal_and_government. Source rank: #12. Votes: 2385. Organization: google. License: Proprietary.
96.8% percentile inside its fair comparison set1,499Raw benchmark valueCI 1,486 - 1,511
Text Arena · Industry Life And Physical And Social Science · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_life_and_physical_and_social_science leaderboard.
Rank #6 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,521
- Percentile
- 98.7%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_life_and_physical_and_social_science. Source rank: #6. Votes: 4290. Organization: google. License: Proprietary.
98.7% percentile inside its fair comparison set1,521Raw benchmark valueCI 1,511 - 1,530
Text Arena · Industry Mathematical · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_mathematical leaderboard.
Rank #7 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,518
- Percentile
- 98.3%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_mathematical. Source rank: #7. Votes: 1506. Organization: google. License: Proprietary.
98.3% percentile inside its fair comparison set1,518Raw benchmark valueCI 1,502 - 1,534
Text Arena · Industry Medicine And Healthcare · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_medicine_and_healthcare leaderboard.
Rank #5 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,509
- Percentile
- 98.8%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_medicine_and_healthcare. Source rank: #5. Votes: 1840. Organization: google. License: Proprietary.
98.8% percentile inside its fair comparison set1,509Raw benchmark valueCI 1,495 - 1,524
Text Arena · Industry Software And It Services · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_software_and_it_services leaderboard.
Rank #14 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,505
- Percentile
- 96.5%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_software_and_it_services. Source rank: #14. Votes: 10103. Organization: google. License: Proprietary.
96.5% percentile inside its fair comparison set1,505Raw benchmark valueCI 1,498 - 1,512
Text Arena · Industry Writing And Literature And Language · No Style Control
AR · Professional reasoning · Human
Observed user preference in Arena's Text Arena industry_writing_and_literature_and_language leaderboard.
Rank #11 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Arena
- Raw value
- 1,490
- Percentile
- 97.3%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Arena leaderboard dataset row `gemini-3.8-flash-high`. Category: industry_writing_and_literature_and_language. Source rank: #11. Votes: 7274. Organization: google. License: Proprietary.
97.3% percentile inside its fair comparison set1,490Raw benchmark valueCI 1,482 - 1,498
Vals Index
VALS-AI · Professional reasoning · Combined
Weighted model performance across economically relevant Vals tasks.
Rank #15 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 55
- Percentile
- 65%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: vals_index; provider: Google.
65% percentile inside its fair comparison set55Raw benchmark valueCI 53 - 57
Legal Research Bench
VALS-AI · Professional reasoning · Objective
Applied legal research tasks.
Rank #26 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 38.9%
- Percentile
- 63.2%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: legal_research; provider: Google.
63.2% percentile inside its fair comparison set38.9%Raw benchmark valueCI 32.3% - 45.6%
Harvey's Legal Agent Benchmark
VALS-AI · Professional reasoning · Objective
Completing legal work with documents, spreadsheets, presentations, and file-system tools.
Rank #14 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 10%
- Percentile
- 81.2%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: hlab; provider: Google.
81.2% percentile inside its fair comparison set10%Raw benchmark valueCI 5.3% - 14.7%
LegalBench
VALS-AI · Professional reasoning · Objective
Academic legal reasoning tasks.
Rank #7 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 87%
- Percentile
- 95.6%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: legal_bench; provider: Google.
95.6% percentile inside its fair comparison set87%Raw benchmark valueCI 86.1% - 87.8%
Finance Agent v2
VALS-AI · Professional reasoning · Objective
Core financial analyst tasks for agentic models.
Rank #2 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 61.4%
- Percentile
- 98.6%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: fabv2; provider: Google.
98.6% percentile inside its fair comparison set61.4%Raw benchmark valueCI 61.2% - 61.7%
MedCode
VALS-AI · Professional reasoning · Objective
Medical billing support and coding tasks.
Rank #29 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 48.1%
- Percentile
- 70.5%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: medcode; provider: Google.
70.5% percentile inside its fair comparison set48.1%Raw benchmark valueCI 43.9% - 52.4%
MedScribe
VALS-AI · Professional reasoning · Objective
Administrative documentation support for doctors.
Rank #32 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 84.5%
- Percentile
- 67.7%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: medscribe; provider: Google.
67.7% percentile inside its fair comparison set84.5%Raw benchmark valueCI 80.7% - 88.3%
SAGE
VALS-AI · Professional reasoning · Objective
Student Assessment with Generative Evaluation.
Rank #65 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 35.1%
- Percentile
- 21%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: sage; provider: Google.
21% percentile inside its fair comparison set35.1%Raw benchmark valueCI 28.5% - 41.7%
Public Benefits Bench
VALS-AI · Professional reasoning · Objective
Answering SNAP benefits questions across the public-benefits lifecycle.
Rank #19 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 65.3%
- Percentile
- 60%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: public-benefits-bench; provider: Google.
60% percentile inside its fair comparison set65.3%Raw benchmark valueCI 62.9% - 67.7%
SkillsBench
VALS-AI · Professional reasoning · Objective
Applied professional skills tasks.
Rank #11 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 58%
- Percentile
- 69.7%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: skillsbench; provider: Google.
69.7% percentile inside its fair comparison set58%Raw benchmark valueCI 49.3% - 66.7%
TaxEval v2
VALS-AI · Professional reasoning · Objective
Answer quality on tax questions and responses.
Rank #36 · Source label: google/gemini-3.8-flash
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- Vals AI
- Raw value
- 74.4%
- Percentile
- 72.9%
- Last updated
- recent
- Eligibility
- headline eligible
Parsed from Vals AI BenchmarkView overall scores. Vals slug: tax_eval_v2; provider: Google.
72.9% percentile inside its fair comparison set74.4%Raw benchmark valueCI 72.8% - 76.1%
Data analysis
LB · Professional reasoning · Objective
Structured data manipulation and table reasoning accuracy.
Rank #65 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- LiveBench
- Raw value
- 54%
- Percentile
- 1.5%
- Last updated
- stale
- Eligibility
- headline eligible
Derived from the official LiveBench website leaderboard table. Category: Data Analysis. Tasks scored: 3.
1.5% percentile inside its fair comparison set54%Raw benchmark value
Overall
LB · Professional reasoning · Objective
Average objective performance across LiveBench's current public category mix.
Rank #34 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- LiveBench
- Raw value
- 75.8%
- Percentile
- 49.2%
- Last updated
- stale
- Eligibility
- headline eligible
Derived from the official LiveBench website leaderboard table. Category averages included: 7.
49.2% percentile inside its fair comparison set75.8%Raw benchmark value
Consecutive events
LB · Professional reasoning · Objective
Objective consecutive events score in LiveBench.
Rank #65 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- LiveBench
- Raw value
- 20.6%
- Percentile
- 1.5%
- Last updated
- stale
- Eligibility
- headline eligible
Derived from the official LiveBench website leaderboard table. Task: consecutive_events. Category: Data Analysis.
1.5% percentile inside its fair comparison set20.6%Raw benchmark value
Table join
LB · Professional reasoning · Objective
Objective table join score in LiveBench.
Rank #54 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- LiveBench
- Raw value
- 45.3%
- Percentile
- 18.5%
- Last updated
- stale
- Eligibility
- headline eligible
Derived from the official LiveBench website leaderboard table. Task: tablejoin. Category: Data Analysis.
18.5% percentile inside its fair comparison set45.3%Raw benchmark value
Table reformat
LB · Professional reasoning · Objective
Objective table reformat score in LiveBench.
Rank #61 · Source label: gemini-3.8-flash-high
verified runtimeexact alias
Raw row drilldownsource row, percentile, last updated, eligibility
- Source
- LiveBench
- Raw value
- 96.1%
- Percentile
- 20%
- Last updated
- stale
- Eligibility
- headline eligible
Derived from the official LiveBench website leaderboard table. Task: tablereformat. Category: Data Analysis.
20% percentile inside its fair comparison set96.1%Raw benchmark value