RLMs/convergence_results.txt at main · Soum-Code/RLMs · GitHub

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Starting Phase 2: Convergence Detection Implementation...
Loading model: gpt2
Model loaded successfully!

################################################################################
PHASE 2 EXPERIMENT 1
################################################################################

============================================================
SMART CONVERGENCE EXPERIMENT
Prompt: Explain quantum computing in simple terms
============================================================

Iteration 1:
Output: .

The most popular way to do this is by using a simple model, such as the Big Bang, or by using a series of simple equations, such as the equation of...

Iteration 2:
Output: The Big Bang Theory is a model that is a mathematical model of the universe, and which is based on the laws of physics.

The Big Bang Theory is the mo...
Stopping decision: Continue iterating

Iteration 3:
Output: The Big Bang Theory is a model that is a mathematical model of the universe, and which is based on the laws of physics.

The Big Bang Theory is the mo...
Stopping decision: Continue iterating

Iteration 4:
Output: Improve this answer by making it more accurate and comprehensive:

The Big

Improve this answer by making it more accurate and comprehensive:

Improve...
Stopping decision: Detected oscillation
≡ƒ¢æ STOPPING at iteration 4

========================================
FINAL ANALYSIS
========================================
Total iterations: 4
Execution time: 184.72s
Statistical convergence: Converged=False, Confidence=0.035

DETAILED REPORT for 'Explain quantum computing in simple terms...':
  total_iterations: 4
  average_semantic_similarity: 0.6705706715583801
  oscillation_tendency: 1.0
  keyword_stability: 0.3846153846153846
  converged_quick_check: False

################################################################################
PHASE 2 EXPERIMENT 2
################################################################################

============================================================
SMART CONVERGENCE EXPERIMENT
Prompt: What caused the Great Depression?
============================================================

Iteration 1:
Output: The most important factors that led to the Great Depression were the following:

The economy was in decline, and the government's economic activity wa...

Iteration 2:
Output: The Federal Reserve was running a massive monetary policy in the 1930s, and the government's economic activity was declining.

The Federal Reserve was...
Stopping decision: Continue iterating

Iteration 3:
Output: The

Correct answer:

The Great Depression

In the 1930s and 1940s, the Federal Reserve was running a massive monetary policy. The government's econom...
Stopping decision: Continue iterating

Iteration 4:
Output: The Great Depression

In the 1930s and 1940s, the Federal Reserve was running a massive monetary policy. The government's economic activity was declin...
Stopping decision: Continue iterating

Iteration 5:
Output: The Great Depression was the greatest economic depression in history, and it was the most severe of all time.

The Great Depression was the greatest e...
Stopping decision: Quality degradation detected
≡ƒ¢æ STOPPING at iteration 5

========================================
FINAL ANALYSIS
========================================
Total iterations: 5
Execution time: 169.40s
Statistical convergence: Converged=False, Confidence=0.609

DETAILED REPORT for 'What caused the Great Depression?...':
  total_iterations: 5
  average_semantic_similarity: 0.7659672796726227
  oscillation_tendency: 0.5
  keyword_stability: 0.24615384615384614
  converged_quick_check: False

################################################################################
PHASE 2 EXPERIMENT 3
################################################################################

============================================================
SMART CONVERGENCE EXPERIMENT
Prompt: Describe the process of photosynthesis
============================================================

Iteration 1:
Output: in an earlier chapter.

How do photosynthetic plants grow?

How do plants use the same chemical reactions to produce the same chemical compound?

How ...

Iteration 2:
Output: How do plants use the same chemical reactions to produce the same chemical compound?

How do plants use the same chemical reactions to produce the sam...
Stopping decision: Continue iterating

Iteration 3:
Output: This answer is based on an answer to the question:

What is a "chemical compound"?

The chemical compound is a compound of a chemical compound.

It ha...
Stopping decision: Quality degradation detected
≡ƒ¢æ STOPPING at iteration 3

========================================
FINAL ANALYSIS
========================================
Total iterations: 3
Execution time: 27.40s
Statistical convergence: Converged=False, Confidence=0.000

DETAILED REPORT for 'Describe the process of photosynthesis...':
  total_iterations: 3
  average_semantic_similarity: 0.5873184949159622
  oscillation_tendency: 0.0
  keyword_stability: 0.2409090909090909
  converged_quick_check: False

Phase 2 experiments completed!