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Best AI for Literature Review 2026

Paper analysis

Based on 14,044 user reviews
Updated on 2026-03-09
11 models ranked

🤖 Model Rankings(11)

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1Anthropic
Claude Opus 4.6
Anthropic
Samples
2,680
93

Anthropic's flagship model with 1M token context (now default), adaptive thinking, and the highest agentic coding scores. Introduced Agent Teams for parallel autonomous coding. Nearly doubled ARC-AGI-2 score over Opus 4.5 (68.8% vs 37.6%).

+ Highest SWE-bench score (80.8%)+ 128K max output (doubled from 4.5)2x price of GPT-5.4
2OpenAI
GPT-5.4
OpenAI
Samples
1,256
91

OpenAI's most capable and efficient frontier model for professional work. Combines industry-leading coding with native computer use, 1M+ context window, and improved reasoning. First GPT model to beat human performance on desktop navigation tasks.

+ 1M+ context window (largest in GPT lineup)+ Native computer use capability2x pricing above 272K tokens
3Anthropic
Claude Sonnet 4.6
Anthropic
Samples
1,520
89

Anthropic's most capable Sonnet yet. 1M context window (beta), 30-50% faster than Sonnet 4.5, approaching Opus-level intelligence at 1/3 the cost. Default model on claude.ai. Excels at coding, computer use, agent planning, and long-context reasoning.

+ 1M context window (beta)+ Near-Opus intelligence at Sonnet price1M context still in beta
4ByteDance
Doubao Seed 2.0 Pro
ByteDance
Samples
1,580
85

ByteDance's flagship foundation model, powering Doubao (China's #1 AI chatbot with 155M weekly users). Achieves frontier-level performance on math (AIME 98.3), coding (Codeforces 3020), and video understanding (VideoMME 89.5). Ranks 6th on LMSYS Text Arena and 3rd on Vision Arena. ~3.7x cheaper than GPT-5.2 on input, ~10x cheaper than Claude Opus 4.5.

+ Frontier math reasoning (AIME 98.3, IMO gold)+ Industry-leading video understanding (VideoMME 89.5)Code generation trails Claude Opus 4.5 (SWE-Bench 76.5 vs 80.9)
5ByteDance
Doubao Seed 2.0 Lite
ByteDance
Samples
1,120
83

ByteDance's balanced production model, optimizing for performance-cost tradeoff. MMLU-Pro 87.7 actually exceeds Pro variant. Near Pro-level Agent capabilities (WideSearch 74.5 vs 74.7). Ideal for enterprise chatbots, document processing, and general workloads at 80% lower cost than Pro.

+ Best performance-cost ratio in the family+ MMLU-Pro 87.7 exceeds Pro variantMath reasoning gap vs Pro (AIME 93 vs 98.3)
6Alibaba (Qwen)
Qwen 3.5
Alibaba (Qwen)
Samples
1,245
82

Alibaba's flagship open-source MoE model with 397B total parameters (17B active per pass). Apache 2.0 licensed for commercial use. Supports 201 languages with native vision capabilities. Best open-weight model for local deployment.

+ Open source (Apache 2.0)+ Self-hostable with vLLMWeaker on hard coding tasks vs Opus/GPT
7MiniMax
MiniMax M2.7
MiniMax
Samples
856
82

MiniMax's self-evolving AI model with breakthrough agent capabilities. Demonstrates 30-50% autonomous RL research workflow. Excels at software engineering (SWE-Pro 56.22%), professional office tasks (GDPval-AA Elo 1495), and complex tool-calling with 97% skill adherence. Features significantly reduced hallucination (34% rate) and 20% fewer tokens than competitors.

+ Self-evolving RL capabilities (30-50% autonomous workflow)+ Extremely cheap ($0.30/1M input, $1.20/1M output)Proprietary model (weights not open source)
8MiniMax
MiniMax M2.5
MiniMax
Samples
1,245
79

MiniMax's flagship model with exceptional agentic capabilities at ultra-low cost. Demonstrates outstanding planning and stable execution of complex tool-calling tasks. One of the most capable AI agents available at a fraction of Claude/GPT pricing.

+ Extremely cheap ($0.20/1M input)+ Strong tool calling & function callingLess known in Western markets
9ByteDance
Doubao Pro (Legacy)
ByteDance
Samples
892
77

ByteDance's flagship AI model powering Doubao Phone Assistant. Deeply integrated with mobile OS for AI agent capabilities. Ultra-cheap API pricing makes it popular for OpenClaw users in China seeking 24/7 agent operation.

+ Ultra-cheap pricing ($0.15/1M input)+ Deep mobile OS integrationLimited availability outside China
10ByteDance
Doubao Seed 2.0 Code
ByteDance
Samples
760
76

ByteDance's coding-specialized model, deeply optimized for Agentic Programming. Delivers exceptional performance on Terminal Bench, SWE-Bench-Verified-Openhands, and Multi-SWE-Bench-Flash-Openhands. Native 256K context, first Chinese model with visual understanding for code. Compatible with Anthropic API, optimized for TRAE, Cursor, Cline, and Codex CLI.

+ Deeply optimized for Agentic Programming+ Codeforces 3020 (gold medalist level)Still trails Claude Opus 4.5 on SWE-Bench (76.5 vs 80.9)
11ByteDance
Doubao Seed 2.0 Mini
ByteDance
Samples
890
75

ByteDance's high-throughput lightweight model for cost-sensitive batch processing. At $0.03/M input, it's ~58x cheaper than GPT-5.2 and makes million-document pipelines feasible. Supports 30K RPM and 1.5M TPM. Best for content moderation, classification, and high-concurrency chatbots.

+ Ultra-low cost ($0.03/M input, $0.31/M output)+ ~58x cheaper than GPT-5.2 on inputWeakest in family for complex reasoning

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