Long Context, Less Focus: A Scaling Gap in LLMs Revealed through Privacy and Personalization | ScienceToStartup | ScienceToStartup

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References (51)

[1]

Recursive Language Models

2025Alex L. Zhang, Tim Kraska et al.

[2]

AccidentBench: Benchmarking Multimodal Understanding and Reasoning in Vehicle Accidents and Beyond

2025Shangding Gu, Xiaohan Wang et al.

[3]

Privacy in Action: Towards Realistic Privacy Mitigation and Evaluation for LLM-Powered Agents

Founder's Pitch

"A benchmark suite for evaluating the effects of long context lengths on privacy and personalization in LLMs."

LLM Privacy and Personalization•Score: 5•View PDF ↗

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0-10 scale

High Potential

2/4 signals

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1/4 signals

2.5

Series A Potential

1/4 signals

2.5

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Long Context, Less Focus: A Scaling Gap in LLMs Revealed through Privacy and Personalization

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References (51)

Founder's Pitch

"A benchmark suite for evaluating the effects of long context lengths on privacy and personalization in LLMs."

Commercial Viability Breakdown

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Why It Matters

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Disruption

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Long Context, Less Focus: A Scaling Gap in LLMs Revealed through Privacy and Personalization

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References (51)

Founder's Pitch

"A benchmark suite for evaluating the effects of long context lengths on privacy and personalization in LLMs."

Commercial Viability Breakdown

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