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Economicsecon-012P2

Context compression extends cost efficiency.

LLMLingua-2 compresses 100K-token…LLMLingua-2 compresses 100K-token contexts to 10K tokens with 95% task performance retention, reducing input costs by 90% on long-document analysis.

Context & Methodology

Without compression, processing a 100-page PDF costs $0.50 per query in input tokens alone; with compression it drops to $0.05.

Applicable Use Cases

analysis

Applies To

openaianthropicgoogle

Primary Impact

cost

Confidence Level

Medium

Platform Status

Missing

Implementation Effort

high

Recommendation

test

Execution Priority

P2

Dependencies & Conflicts

Depends on:

Conflicts with:

Put This Evidence to Work

Use the STCO framework to implement findings like this in structured, testable prompts.

Sampling multiple CoT paths and taking the majority answer boosted GSM8K accuracy from 58.1% to 74.4% on PaLM 540B.Wang et al., 'Self-Consistency Improves Chain of T…