From within the tradition and from outside it, one recurring criticism is that Tibetan logical training can become highly formalized and even ritualized. The fixed patterns of syllogisms, the stock moves in debate, and the strong emphasis on memorization are said to risk privileging technical skill over genuine understanding. In such a setting, the aim can subtly shift from clarifying the Dharma to simply “winning” an exchange. This same formalism is also seen as encouraging logical hairsplitting that may obscure intuitive or experiential insight. For some contemplatively oriented critics, such an approach appears to distance practitioners from direct spiritual realization rather than support it.

Another set of concerns focuses on the scope and orientation of the system. Tibetan pramāṇa is often described as a relatively closed framework, heavily shaped by the interpretations of Dignāga and Dharmakīrti and primarily deployed to analyze and defend Buddhist doctrinal positions. Because of this, it is sometimes judged to be more concerned with reinforcing inherited views than with revising or expanding its theory of knowledge. Its limited engagement with non-Buddhist logical traditions and later philosophical developments contributes to the perception of insularity. The reliance on scriptural authority and orthodox commitments can further constrain inquiry, so that reasoning serves to protect established positions rather than to question them.

There are also philosophical and epistemological critiques. The distinction between valid cognition and error, and the tight classification of perception and inference, are regarded by some as resting on assumptions that are difficult to sustain outside the tradition’s own metaphysical and linguistic framework. The treatment of universals and particulars, and the acceptance of only certain types of cognition as “valid,” can appear rigid when compared with more pluralistic accounts of knowing. At the same time, some Buddhist thinkers worry that extensive reliance on conceptual analysis risks reifying precisely those conceptual structures that, from a Madhyamaka perspective, ought to be undermined. Logic, on this view, is at best a conventional tool that can easily overshadow the non-conceptual realization it is meant to support.

Finally, a number of criticisms concern the pedagogical and practical impact of debate training. The highly charged, competitive style of public debate is said to foster pride, attachment to victory, and verbal cleverness, sometimes at the expense of humility, compassion, and inner transformation. For those whose temperament or learning style is more contemplative or non-verbal, the system can feel like a barrier rather than a support. The extensive time and energy required to master its intricacies may delay or even displace other aspects of spiritual practice. From this perspective, Tibetan logic appears as a powerful but “head-heavy” discipline whose benefits for liberation are not always commensurate with the effort it demands.