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Best AI for Research

The top AI models for research, ranked by a research-weighted composite score. Models are scored with bonuses for large context windows (processing full papers), web search (finding and citing sources), reasoning (complex analysis), and vision (reading charts and figures). Updated hourly from 406+ models.

排名方式: 基于基准测试分数(90%)来自MMLU、GPQA、HumanEval、SWE-bench等15+标准化评估,能力和上下文窗口作为辅助排序(10%)。
#1 Overall
Claude Fable 5

Anthropic

128

Best with Web Search
Claude Fable 5

Anthropic

128

Best Free
Gemma 4 31B (free)

Google

104

378

Total Models

145

Web Search

262

With Reasoning

339

128K+ Context

25

Free Models

Top 30 Research Models - Ranked by Research Score

#ModelScore
1Claude Fable 5Anthropic128
2Claude Fable 5 (batch)Anthropic128
3Claude Opus 5 (Fast)Anthropic126
4Claude Opus 5Anthropic126
5Claude Opus 4.8 (Fast)Anthropic126
6Claude Opus 4.8Anthropic126
7Claude Opus 4.7 (Fast)Anthropic126
8Claude Opus 4.7Anthropic126
9Claude Opus 4.7 (batch)Anthropic126
10Claude Opus 4.8 (batch)Anthropic126
11GPT-5.5 ProOpenAI124
12GPT-5.5 Pro (batch)OpenAI124
13GPT-5.5OpenAI124
14GPT-5.5 (batch)OpenAI124
15Gemini 3.1 Pro Preview Custom ToolsGoogle123
16Gemini 3.1 Pro PreviewGoogle123
17Gemini 3.1 Pro Preview (batch)Google123
18GPT-5.4 ProOpenAI123
19GPT-5.4 Pro (batch)OpenAI123
20GPT-5.4OpenAI123
21GPT-5.4 (batch)OpenAI123
22GPT-5.3-CodexOpenAI122
23GPT-5.2-CodexOpenAI122
24GPT-5.2 ProOpenAI122
25GPT-5.2 Pro (batch)OpenAI122
26GPT-5.2OpenAI122
27GPT-5.2 (batch)OpenAI122
28Claude Opus 4.6Anthropic121
29Claude Opus 4.6 (batch)Anthropic121
30GPT-5.6 Luna ProOpenAI120

How AI Helps with Research

Literature Review & Summarization

AI models with large context windows can ingest entire research papers and produce structured summaries. Feed in a 50-page PDF and get key findings, methodology, and limitations extracted in seconds. Models with 128K+ context handle even the longest papers without chunking.

Citation & Source Verification

Models with web search can look up citations in real time, verify claims against published sources, and find the latest papers on a topic. This dramatically reduces the time spent on manual source checking and helps surface relevant work you may have missed.

Data Analysis

Reasoning-capable models excel at statistical analysis, interpreting experimental results, and identifying patterns in research data. They can help with hypothesis formulation, methodology critique, and drawing nuanced conclusions from complex datasets.

Long Document Processing

Vision-capable models can read charts, figures, tables, and diagrams directly from research papers. Combined with large context windows, these models can process multi-page documents with mixed text and visual content - ideal for systematic reviews and meta-analyses.

探索更多

Discover models by specific research capabilities, or compare top models head-to-head on the full leaderboard.

Frequently Asked Questions

Models with web search capabilities and large context windows excel at research synthesis. Claude and GPT-4o with web search can cross-reference multiple sources and identify contradictions. For academic research, models with citation capabilities help verify claims against primary sources.

AI accelerates literature reviews by summarizing papers, identifying themes, and finding connections across studies. Models with 128K+ context can process multiple full papers simultaneously. However, they may miss nuanced methodological issues - use them for initial survey, then deep-read key papers yourself.

Models with web search analyze competitor websites, press releases, and market data in real-time. Function-calling models can query multiple data sources systematically. Best results come from structured prompts that specify exactly what competitive dimensions to analyze and compare.

Reasoning models (o3, DeepSeek R1) excel at technical analysis requiring logical deduction. For broad scientific literature, models with large training data cutoffs and web search provide more current information. Domain-specific fine-tuned models outperform general models for specialized fields like biomedicine or materials science.

Best AI for Research (2026) | LM Market Cap