Model Profile

gpt-5.1-2025-11-13

Name: gpt-5.1-2025-11-13
Author: openai

External Benchmark Shadowexternal_benchmark_shadowpublic

4,096 ctx

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: external/openai/gpt-5-1-2025-11-13

Author: openai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 37.1%

Evidence points: 246

Raw rows: 513

Weighted rows: 23

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

129

Total Measurements

513

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_mmlu_pro 60vals_mgsm 48vals_finance_agent 40vals_multimodal_index 32corpfin_taxeval_public 28vals_medqa 28

Weighted Source Coverage

vals_finance_agent 5facts_benchmark_suite 3vals_corp_fin_v2 3icelandic_llm_leaderboard 1vals_case_law_v2 1vals_gpqa 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	33.6%	47.2%	22	Vals Finance Agent: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	30.1%	42.3%	22	Vals Finance Agent: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	29.5%	41.5%	22	Vals Finance Agent: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	29.3%	38.5%	22	Vals Finance Agent: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	28.3%	39.7%	22	Vals Finance Agent: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	28.3%	39.7%	22	Vals Finance Agent: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	26.1%	36.7%	22	Vals Finance Agent: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	24.7%	35.6%	18	Vals Finance Agent: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	23.9%	29.8%	16	Vals LiveCodeBench: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	23.3%	30.7%	22	Vals Finance Agent: overall_accuracy_pct
Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast	business_productivity	21.4%	32.7%	18	Vals Finance Agent: overall_accuracy_pct
Cross-paper contradiction analysis use_case.bio.paper_contradictions	biomed_science	21.4%	31.4%	18	Vals GPQA: overall_accuracy_pct

Deployment Fit Calculator

Model

gpt-5.1-2025-11-13

external/openai/gpt-5-1-2025-11-13

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient