Jcorners model product
ingot-8b-r3
ingot-8b-r3 is an embedding model from Jcorners ranked by MTEB.
Updated Sep 8, 2026. Default version: ingot-8b-r3
LLMBoard Embedding Score89.9ingot-8b-r3
Coverage85%5 benchmark families
Context window32.8KTokens
Official input priceN/AOfficial price unavailable
ingot-8b-r3 Capability Profile
This profile uses the model's current scored version. Arena ratings and prices are shown separately.
ingot-8b-r3 Benchmark Results
Benchmark scores for ingot-8b-r3.
Sort by
Benchmark | Score | Rank | Participants | Percentile | Evidence | Evaluated |
|---|
| BenchmarkMTEB English v2 Classification | Score92.10% | Rank02 | Participants257 | Percentile99.61% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Retrieval | Score70.00% | Rank02 | Participants212 | Percentile99.53% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Semantic Similarity | Score89.32% | Rank02 | Participants211 | Percentile99.52% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Reranking | Score50.93% | Rank04 | Participants241 | Percentile98.75% | EvidenceA | EvaluatedN/A |
| BenchmarkMTEB English v2 Clustering | Score58.47% | Rank20 | Participants217 | Percentile91.20% | EvidenceA | EvaluatedN/A |
ingot-8b-r3 Arena Results
Preference and agent-evaluation results for the default version.
No Arena results
The default version does not have a matching Arena result yet.
ingot-8b-r3 Pricing
Official vendor API pricing appears first, followed by individual provider offers.
- Official API
- N/A
- Official provider
- N/A
- Lowest third-party
- N/A
- Tracked offerings
- 0
No provider prices
The default version has no current input or output token prices.
Official prices use only the vendor's configured official Provider and positive standard USD PAYG rates. Third-party offers remain explicitly labeled.
ingot-8b-r3 Runtime Performance
Provider-specific output speed and catalog latency for ingot-8b-r3. Runtime does not affect the capability score.
No runtime data
No provider-specific speed or latency record is linked to the default version yet.
Output Speed is generated output tokens received per second. Catalog latency is reported separately from observed provider TTFT.
ingot-8b-r3 Specifications
Technical details for the model's default version.
- Version
- ingot-8b-r3
- Released
- May 23, 2026
- Knowledge cutoff
- Unknown
- Parameters
- 7.6B
- Context window
- 32.8K
- Max output
- N/A
- Inputs
- text
- Outputs
- embedding
- Open weights
- No
- License
- Unspecified
ingot-8b-r3 Versions
Available versions of this model. The score column identifies the version used in the overall ranking.
Sort by
Version | Released | LLMBoard | Parameters | Context | Max output | Open weights | License |
|---|
| Versioningot-8b-r3 | Released | LLMBoard89.89 | Parameters7.6B | Context32.8K | Max outputN/A | Open weightsNo | LicenseUnspecified |
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What is ingot-8b-r3?
Key information about ingot-8b-r3 and its available data.
ingot-8b-r3 is an embedding model from Jcorners. It is a ranked model from MTEB.
Data as of 2026-09-08.
FAQ
Common questions about ingot-8b-r3.
When was ingot-8b-r3 released?
ingot-8b-r3's default version was released on May 23, 2026.
How much does ingot-8b-r3 cost?
No official standard PAYG price is currently available for ingot-8b-r3.
Who created ingot-8b-r3?
ingot-8b-r3 was created by Jcorners.
What is the context window for ingot-8b-r3?
The default version has a 32.8K token context window.
Is ingot-8b-r3 open weight?
No. The default version is not marked as having publicly available weights.
How many API providers offer ingot-8b-r3?
No provider offering is currently linked to the default version.