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Pramana: Fine-Tuning Large Language Models for Epistemic Reasoning through Navya-Nyaya
arXiv:2604.04937v1 Announce Type: cross Abstract: Large language models produce fluent text but struggle with systematic reasoning, often hallucinating confident but unfounded claims. When Apple researchers added irrelevant context to mathematical problems, LLM performance degraded by 65% Apple Machine Learning Research, exposing brittle pattern-matching beneath apparent reasoning. This epistemic gap, the inability to ground claims in traceable evidence, limits AI reliability in domains...
Delhi's Malviya Nagar fire: Can the owner be charged with culpable homicide?
The fire at Flourish Stay B&B in south Delhi's Malviya Nagar that claimed at least 21 lives may trigger a criminal investigation similar to the one seen after the 2022 Mundka fire, where Delhi Police invoked culpable homicide charges against building owners. This time, the FIR has already been filed and the owner is absconding. Flourish Stay B&B was registered under the Delhi government's Bed and Breakfast scheme, which allowed it to operate six rooms.
'She welcomed them in, offered water':Chilling details of DU professor's final moments
NEW DELHI: What began as a routine meeting inside a residential flat turned into a brutal murder of Delhi University assistant professor Debosmita Paul, with police revealing that she had “welcomed them in and offered water” to the couple now accused of killing her. The incident, cops say, stems from a long-running dispute over a multi-crore ancestral property in West Bengal that allegedly became the motive for the crime. Police have arrested a couple from Bardhaman and detained their...
FIR filed against ‘Khan Sir’ in coaching centre firing case
PATNA: Tutor Faisal Khan, popularly known as Khan Sir, could face arrest after Patna police registered an FIR against him in connection with a firing incident at his coaching centre in the Kadamkuan area. The FIR was lodged at Kadamkuan police station under attempt to murder and Arms Act provisions. Police action followed statements by Khan Sir’s bodyguards, who allegedly told investigators that he had instructed them, “You fire the shots, I will handle the rest.”
He came. He saw. He fled: Delhi hotel owner 'drove past' burning building
The owner of a hotel in south Delhi where a fire killed 21 people allegedly drove past the burning building and left without stopping because he was afraid. According to TV reports, during interrogation, Lavkesh Bajaj allegedly told investigators that he passed by the hotel after the fire had broken out but did not stop to assist in rescue efforts, claiming he left the area because he was frightened. Bajaj was booked under multiple charges, including culpable homicide not amounting to...
UP ATS arrests man linked to Pakistan-backed terror network
The Uttar Pradesh Anti-Terrorist Squad (ATS) has arrested a 22-year-old Class 10 pass-out from Azamgarh for allegedly working for a Pakistan-backed terror network that was grooming Indian youths through social media and assigning them targeted missions, including the planned assassination of the Bhartiya Janata Party (BJP) leaders. The accused, Mohammad Shaikh, son of Rehan Ahmad and a resident of Khudadadpur village under Nizamabad police station limits in Azamgarh, was arrested following a...
Thane cabbie assaults elderly man after he objects to spitting on road; Shinde takes action
THANE: Maharashtra deputy chief minister Eknath Shinde on Wednesday directed Thane Police to register an attempt to murder case against a cab driver accused of assaulting an elderly man who objected to him allegedly spitting on a road near Jupiter Hospital. The incident occurred on Tuesday evening. According to a statement from Shinde’s office, the elderly man confronted the driver over the alleged act, following which the driver assaulted him and caused serious injuries.
Delhi hotel fire:Owner’s past arrest over Indian IDs for Bangladeshis under scanner
The owner of the Malviya Nagar hotel where a fire killed 21 people earlier this week had been arrested last year in a case linked to the alleged facilitation of the illegal stay of Bangladeshi nationals in Delhi, police records show, according to news agency PTI. Lovkesh Bajaj, owner of Flourish Stays B&B, is currently in 4-day police custody in connection with the deadly fire that broke out at the south Delhi hotel on Wednesday. Police are investigating the cause of the blaze and are also...
Gurgaon road rage: Doctor, her husband attacked during confrontation; one arrested
A female doctor was allegedly harassed, abused, threatened, and her car was damaged by two men during an incident in Gurgaon’s South City-II area on Tuesday evening. Police have arrested one person in connection with the case and are making efforts to trace the second accused. The incident took place around 4 pm when the woman, a resident of Sohna, had come to the South City-II area for some work.
Big relief for Khan Sir: Patna court stays arrest in coaching centre firing case
PATNA: Educator Faisal Khan, better known as Khan Sir, received a major legal reprieve after a Patna district court stayed his arrest in a case alleging that he directed security guards to open fire during a violent clash outside his coaching institute earlier this month. The development came a day after the Bihar fire service issued a notice to Khan Sir over alleged fire safety violations at his coaching institute, adding another layer to the controversy surrounding the popular educator....