Model Profile

kimi/kimi-k2.5-thinking

Name: kimi/kimi-k2.5-thinking
Author: kimi

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/kimi/kimi-k2-5-thinking

Author: kimi

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 32.0%

Evidence points: 241

Raw rows: 455

Weighted rows: 51

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Coverage Diagnostics

actively scored

Use-Case Scores

136

Total Measurements

455

Weighted Measurements

Weighted Sources

Raw Source Coverage

vals_finance_agent 40vals_multimodal_index 32corpfin_taxeval_public 28vals_medqa 28vals_vals_index 24vals_sage 20

Weighted Source Coverage

openhands_index 5vals_finance_agent 5basedagi_doc_summarization_eval 4basedagi_kb_qna_eval 4basedagi_log_triage_eval 4basedagi_support_bot_eval 4

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Thesis red teaming use_case.fin.thesis_red_team	finance	30.3%	38.5%	21	Vals CorpFin v2: overall_accuracy_pct
Accounts payable invoice extraction (text) use_case.fin.ap_invoice_extraction	finance	27.3%	33.6%	21	Vals CorpFin v2: overall_accuracy_pct
Earnings call synthesis use_case.fin.earnings_call_synthesis	finance	27.2%	34.6%	21	Vals CorpFin v2: overall_accuracy_pct
Transaction anomaly narrative use_case.fin.transaction_anomaly_narrative	finance	26.6%	33.9%	21	Vals CorpFin v2: overall_accuracy_pct
AML alert triage use_case.fin.aml_alert_triage	finance	25.5%	32.5%	21	Vals CorpFin v2: overall_accuracy_pct
KYC profile synthesis use_case.fin.kyc_profile_synthesis	finance	25.5%	32.5%	21	Vals CorpFin v2: overall_accuracy_pct
Quant research code generation use_case.fin.alpha_research_codegen	finance	24.1%	37.8%	30	Vals CorpFin v2: overall_accuracy_pct
Filings summarization (10-K/10-Q) use_case.fin.filings_summarization	finance	23.5%	30.0%	21	Vals CorpFin v2: overall_accuracy_pct
Simulation setup assistant use_case.eng.simulation_setup_assistant	engineering	21.6%	28.8%	15	Vals LiveCodeBench: overall_accuracy_pct
Component selection assistant use_case.eng.component_selection	engineering	21.3%	29.1%	17	Vals CorpFin v2: overall_accuracy_pct
Runbook step assistant use_case.sre.runbook_steps	devops_sre	20.5%	27.5%	17	Vals CorpFin v2: overall_accuracy_pct
Config debugging use_case.sre.config_debugging	devops_sre	20.1%	25.6%	15	OSWorld Official Leaderboard: overall_score_pct

Deployment Fit Calculator

Model

kimi/kimi-k2.5-thinking

external/kimi/kimi-k2-5-thinking

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