Comparison · Machine learning research resources
Epoch AI vs Semantic Scholar: which is better in 2026?
Epoch AI86.5#4 in best machine learning research resources
Semantic Scholar88.0#3 in best machine learning research resourcesSemantic Scholar ranks higher in our list of machine learning research resources (#3 against #4, score 88.0 against 86.5), but the gap is small and the better choice depends on what you need.
- 86.5Editorial score88.0
- 1Platforms1
- YesFree to useYes
- NoOpen sourceNo
Which should you choose?
Choose Epoch AI if you want
Long-run trends in AI capability and compute.
Public datasets on AI models over time, with benchmarks and reports on trends. It is analysis rather than a live ranking, so pair it with Arena AI for current models.
Choose Semantic Scholar if you want
Searching papers across scientific fields.
Free AI-assisted search across scientific literature, with a public API from Ai2. Some reader features are in beta, and it indexes papers rather than hosting preprints.
Side by side
| Epoch AI | Semantic Scholar | |
|---|---|---|
| Score | 86.5 | 88.0 |
| Rank in list | #4 of 10 | #3 of 10 |
| Price | FreePublic datasets, benchmarks and reports on the site | FreeFree to search and read; API access is offered separately |
| Free to use | Yes | Yes |
| Open source | No | No |
| Platforms | WebWeb | WebWeb |
| Made by | Epoch AI | Ai2 |
| Main content | Datasets and reports | Indexed papers |
| Developer API | Not listed | Yes, Academic Graph API |
| Peer review | Not stated | Not stated |
| Best for | Long-run trends in AI capability and compute | Searching papers across scientific fields |
| Strengths |
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| Limits |
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| Links | Visit site | Visit site |
Questions about Epoch AI vs Semantic Scholar
- Is Semantic Scholar better than Epoch AI?
- Semantic Scholar ranks higher in our list of machine learning research resources (#3 against #4, score 88.0 against 86.5), but the gap is small and the better choice depends on what you need. Epoch AI is best for: long-run trends in AI capability and compute. Semantic Scholar is best for: searching papers across scientific fields.
- Which is cheaper, Epoch AI or Semantic Scholar?
- Epoch AI: Public datasets, benchmarks and reports on the site. Semantic Scholar: Free to search and read; API access is offered separately.
- Do Epoch AI and Semantic Scholar run on the same platforms?
- Epoch AI supports Web. Semantic Scholar supports Web.
Choosing between the two
Learning Center
1:17How to decide between two good optionsSettle a close call by sorting it by how hard it is to undo, setting a deadline, scoring the criteria as a tie-breaker and writing down why you chose.
1:20How to compare products fairly: what to keep in mindDefine the job, cap the must-haves, compare like with like, count total cost over one period and weigh the criteria. Includes a worked example.
