Architectural Ablation Services

Explore our innovative methods to analyze ICL performance through architectural ablation techniques.

Performance Degradation Analysis
A top-down view of a multi-level staircase with geometric patterns. The stairs are dark blue with white railings and wooden accents. Green plants are visible on one floor and several people are walking or standing on different levels.
A top-down view of a multi-level staircase with geometric patterns. The stairs are dark blue with white railings and wooden accents. Green plants are visible on one floor and several people are walking or standing on different levels.

Assess ICL degradation by simulating architectural constraints and measuring performance impacts.

Two scientists in a laboratory, both wearing white lab coats and protective eyewear. The scientist in the foreground is using a pipette, while the one in the background is working on a computer. Various laboratory equipment and supplies are visible around them.
Two scientists in a laboratory, both wearing white lab coats and protective eyewear. The scientist in the foreground is using a pipette, while the one in the background is working on a computer. Various laboratory equipment and supplies are visible around them.
A series of wide, concrete steps leading upward, with shadows accentuating the edges. The steps create a rhythmic pattern and convey a sense of progression and ascent.
A series of wide, concrete steps leading upward, with shadows accentuating the edges. The steps create a rhythmic pattern and convey a sense of progression and ascent.
Tokenization Variability Testing

Investigate how varying tokenization affects in-context learning performance and outcomes.

Simulate Attention Layer Constraints

Attention Layer Analysis
Research

Exploring in-context learning through empirical methods.

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