Bibliographic record
Abstract
Islam is a complete code of life. Islam has completely guided humanity in both worldly and religious affairs. All the principles of life have been defined in the Quran and Hadith; therefore, it has been allowed to do those things that lead to the welfare and success of the human being and the society, and it has been forbidden to do those things that cause destruction in the society and mischief arises. One of these things is lying. Lying is not only prohibited in the Qur'an and Hadith. Rather, the bad effects of lies on human society have also been described, how much loss is caused to the person himself and then to other human beings due to one lie. But despite this, many Muslims commit lies on such occasions, which they do not consider to be sins, so how can such acts lead to repentance. Therefore, in this paper, these cases of telling lies which have become common in the society nowadays are described so that a Muslim can save himself from these sins.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.996 | 0.982 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".