AI Text & Philosophy Dialogue Benchmark
This is not a standardized benchmark. As a philosophy researcher, I regularly converse with major models using the same written materials and roughly the same prompts for cross-model comparison. This may be a niche testing scenario — it is unclear whether model developers specifically train for it, or whether general capability naturally manifests in philosophical dialogue and complex textual reasoning. To my knowledge, only Claude has dedicated philosopher dialogue.
I believe philosophical dialogue is one of AI's most important capabilities. The scores here come from my actual conversations and personal criteria, not a fixed question bank. This requires a particular craft: model developers may excel at engineering evaluation, while I am better positioned to assess a model's thinking ability from the user's perspective.
The scores are sparse — "n/a" for a model on some dimension means I have not yet examined it in enough scenarios, not that it performed poorly. I will not pad the chart with lazy scoring.
Claude
OpenAI
Gemini
Grok
Kimi
GLM
DeepSeek
Effort
Retrieval
Consistency
Memory
Nuance
Understanding
Concept Emergence
Anti-sycophancy
Bar length = mean score (0-100, absolute). “n/a” means the model has not yet been tested on that dimension, not that it performed poorly.
Overall Ranking
Overall = weighted mean of tested dimensions (normalized). x/8 = dimensions tested. Weights: Understanding 25%, Effort 20%, Consistency 20%, Retrieval 10%, Nuance 10%, Memory 5%, Emergence 5%, Anti-sycophancy 5%.
Dimensions
8 dimensions (0–100 scale)
- EffortThinking and answering the question with maximum effort.
- RetrievalActively retrieving literature from the knowledge base to verify the dialogue.
- ConsistencyAlways holding prior facts, concepts, and stances throughout a long dialogue.
- MemoryGood ability to organize and retrieve memory.
- NuanceCatching subtle nuances of words or concepts and edge cases.
- UnderstandingGenuinely grasping the intent and layers of the question.
- Concept EmergenceSurfacing or articulating new expressions, concepts, classifications, or viewpoints.
- Anti-sycophancyAvoiding flattering the user and forcing plausible-sounding connections.
Recent tests
- Opus-4.8-max86.8
- Fable-5-max91.1
- GPT-5.5-plus76.3
- Grok-4.272.2
- Grok-4.360.3
- Kimi-K2.672.9
- DeepSeek-v4-pro69.5
- GLM-5.238.3
- Gemini-3.5-flash25.5
- Gemini-3.1-pro19.0
基于长期使用积累的整体印象,作为基准起点,后续会用具体场景的动态测试逐项覆盖。