Sanskrit Sahitya Embeddings
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1 | धृतराष्ट्र उवाचधर्मक्षेत्रे कुरुक्षेत्रे समवेता युयुत्सव: ।मामका: पाण्डवाश्चैव किमकुर्वत सञ्जय ॥ १ ॥ | Bhagavad-gītā is the widely read theistic science summarized in the Gītā-māhātmya ( Glorification of the Gītā ). There it says that one should read Bhagavad-gītā very scrutinizingly with the help of a person who is a devotee of Śrī Kṛṣṇa and try to understand it without personally motivated interpretations. The example of clear understanding is there in the Bhagavad-gītā itself, in the way the teaching is understood by Arjuna, who heard the Gītā directly from the Lord. If someone is fortunate enough to understand the Bhagavad-gītā in that line of disciplic succession, without motivated interpretation, then he surpasses all studies of Vedic wisdom, and all scriptures of the world. One will find in the Bhagavad-gītā all that is contained in other scriptures, but the reader will also find things which are not to be found elsewhere. That is the specific standard of the Gītā. It is the perfect theistic science because it is directly spoken by the Supreme Personality of Godhead, Lord Śrī Kṛṣṇa. The topics discussed by Dhṛtarāṣṭra and Sañjaya, as described in the Mahābhārata, form the basic principle for this great philosophy. It is understood that this philosophy evolved on the Battlefield of Kurukṣetra, which is a sacred place of pilgrimage from the immemorial time of the Vedic age. It was spoken by the Lord when He was present personally on this planet for the guidance of mankind. The word dharma-kṣetra (a place where religious rituals are performed) is significant because, on the Battlefield of Kurukṣetra, the Supreme Personality of Godhead was present on the side of Arjuna. Dhṛtarāṣṭra, the father of the Kurus, was highly doubtful about the possibility of his sons’ ultimate victory. In his doubt, he inquired from his secretary Sañjaya, “What did they do?” He was confident that both his sons and the sons of his younger brother Pāṇḍu were assembled in that Field of Kurukṣetra for a determined engagement of the war. Still, his inquiry is significant. He did not want a compromise between the cousins and brothers, and he wanted to be sure of the fate of his sons on the battlefield. Because the battle was arranged to be fought at Kurukṣetra, which is mentioned elsewhere in the Vedas as a place of worship – even for the denizens of heaven – Dhṛtarāṣṭra became very fearful about the influence of the holy place on the outcome of the battle. He knew very well that this would influence Arjuna and the sons of Pāṇḍu favorably, because by nature they were all virtuous. Sañjaya was a student of Vyāsa, and therefore, by the mercy of Vyāsa, Sañjaya was able to envision the Battlefield of Kurukṣetra even while he was in the room of Dhṛtarāṣṭra. And so, Dhṛtarāṣṭra asked him about the situation on the battlefield. Both the Pāṇḍavas and the sons of Dhṛtarāṣṭra belong to the same family, but Dhṛtarāṣṭra’s mind is disclosed herein. He deliberately claimed only his sons as Kurus, and he separated the sons of Pāṇḍu from the family heritage. One can thus understand the specific position of Dhṛtarāṣṭra in his relationship with his nephews, the sons of Pāṇḍu. As in the paddy field the unnecessary plants are taken out, so it is expected from the very beginning of these topics that in the religious field of Kurukṣetra, where the father of religion, Śrī Kṛṣṇa, was present, the unwanted plants like Dhṛtarāṣṭra’s son Duryodhana and others would be wiped out and the thoroughly religious persons, headed by Yudhiṣṭhira, would be established by the Lord. This is the significance of the words dharma-kṣetre and kuru-kṣetre, apart from their historical and Vedic importance. | [
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2 | सञ्जय उवाचदृष्ट्वा तु पाण्डवानीकं व्यूढं दुर्योधनस्तदा ।आचार्यमुपसङ्गम्य राजा वचनमब्रवीत् ॥ २ ॥ | Dhṛtarāṣṭra was blind from birth. Unfortunately, he was also bereft of spiritual vision. He knew very well that his sons were equally blind in the matter of religion, and he was sure that they could never reach an understanding with the Pāṇḍavas, who were all pious since birth. Still he was doubtful about the influence of the place of pilgrimage, and Sañjaya could understand his motive in asking about the situation on the battlefield. Sañjaya wanted, therefore, to encourage the despondent king and thus assured him that his sons were not going to make any sort of compromise under the influence of the holy place. Sañjaya therefore informed the king that his son, Duryodhana, after seeing the military force of the Pāṇḍavas, at once went to the commander in chief, Droṇācārya, to inform him of the real position. Although Duryodhana is mentioned as the king, he still had to go to the commander on account of the seriousness of the situation. He was therefore quite fit to be a politician. But Duryodhana’s diplomatic veneer could not disguise the fear he felt when he saw the military arrangement of the Pāṇḍavas. | [
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3 | पश्यैतां पाण्डुपुत्राणामाचार्य महतीं चमूम् ।व्यूढां द्रुपदपुत्रेण तव शिष्येण धीमता ॥ ३ ॥ | Duryodhana, a great diplomat, wanted to point out the defects of Droṇācārya, the great brāhmaṇa commander in chief. Droṇācārya had some political quarrel with King Drupada, the father of Draupadī, who was Arjuna’s wife. As a result of this quarrel, Drupada performed a great sacrifice, by which he received the benediction of having a son who would be able to kill Droṇācārya. Droṇācārya knew this perfectly well, and yet as a liberal brāhmaṇa he did not hesitate to impart all his military secrets when the son of Drupada, Dhṛṣṭadyumna, was entrusted to him for military education. Now, on the Battlefield of Kurukṣetra, Dhṛṣṭadyumna took the side of the Pāṇḍavas, and it was he who arranged for their military phalanx, after having learned the art from Droṇācārya. Duryodhana pointed out this mistake of Droṇācārya’s so that he might be alert and uncompromising in the fighting. By this he wanted to point out also that he should not be similarly lenient in battle against the Pāṇḍavas, who were also Droṇācārya’s affectionate students. Arjuna, especially, was his most affectionate and brilliant student. Duryodhana also warned that such leniency in the fight would lead to defeat. | [
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4 | अत्र शूरा महेष्वासा भीमार्जुनसमा युधि ।युयुधानो विराटश्च द्रुपदश्च महारथः ॥ ४ ॥ | Even though Dhṛṣṭadyumna was not a very important obstacle in the face of Droṇācārya’s very great power in the military art, there were many others who were causes of fear. They are mentioned by Duryodhana as great stumbling blocks on the path of victory because each and every one of them was as formidable as Bhīma and Arjuna. He knew the strength of Bhīma and Arjuna, and thus he compared the others with them. | [
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5 | धृष्टकेतुश्चेकितानः काशिराजश्च वीर्यवान् ।पुरुजित्कुन्तिभोजश्च शैब्यश्च नरपुङ्गवः ॥ ५ ॥ | There are also great heroic, powerful fighters like Dhṛṣṭaketu, Cekitāna, Kāśirāja, Purujit, Kuntibhoja and Śaibya. | [
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6 | युधामन्युश्च विक्रान्त उत्तमौजाश्च वीर्यवान् ।सौभद्रो द्रौपदेयाश्च सर्व एव महारथाः ॥ ६ ॥ | There are the mighty Yudhāmanyu, the very powerful Uttamaujā, the son of Subhadrā and the sons of Draupadī. All these warriors are great chariot fighters. | [
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7 | "अस्माकं तु विशिष्टा ये तान्निबोध द्व(...TRUNCATED) | "But for your information, O best of the brāhmaṇas, let me tell you about the captains who are es(...TRUNCATED) | [0.036396123468875885,0.02974020317196846,0.0008785347454249859,-0.041946083307266235,-0.02431369759(...TRUNCATED) | [0.03355788066983223,-0.0394514799118042,-0.005104309879243374,0.00740896025672555,0.011389935389161(...TRUNCATED) |
8 | "भवान्भीष्मश्च कर्णश्च कृपश्च समितिं(...TRUNCATED) | "Duryodhana mentions the exceptional heroes in the battle, all of whom are ever victorious. Vikar(...TRUNCATED) | [-0.05386055260896683,0.050325118005275726,-0.120726577937603,0.003299012314528227,-0.08653410524129(...TRUNCATED) | [0.006940116174519062,0.021737849339842796,-0.010842246003448963,-0.02425241284072399,-0.00440614717(...TRUNCATED) |
9 | "अन्ये च बहवः शूरा मदर्थे त्यक्तजीवि(...TRUNCATED) | "As far as the others are concerned – like Jayadratha, Kṛtavarmā and Śalya – all are determi(...TRUNCATED) | [0.04240193963050842,0.07128748297691345,-0.08446013927459717,-0.03829155117273331,-0.04029885306954(...TRUNCATED) | [0.026840075850486755,-0.010411965660750866,0.024808013811707497,-0.006853708066046238,-0.0098099149(...TRUNCATED) |
10 | "अपर्याप्तं तदस्माकं बलं भीष्माभिरक(...TRUNCATED) | "Herein an estimation of comparative strength is made by Duryodhana. He thinks that the strength of (...TRUNCATED) | [0.003039892064407468,0.03717241808772087,-0.06930406391620636,-0.05249813571572304,-0.0105409203097(...TRUNCATED) | [0.01621430180966854,-0.02417847514152527,0.036920782178640366,-0.006385236047208309,-0.033856991678(...TRUNCATED) |
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Bhagavad Gita Embedding Dataset
This repository contains a specialized embedding dataset of the ancient Indian epic, Bhagavad Gita, suitable for various NLP tasks, semantic search, and text retrieval purposes.
Dataset Source
The original textual data has been sourced from the repository: VedaBase.io - Bhagavad Gita Library by ISKCON
We extend our sincere gratitude to ISKCON and the maintainers of VedaBase.io for compiling and openly sharing valuable Sanskrit literature datasets.
Embedding Models Used
The textual embeddings provided in this dataset have been generated using the following embedding models:
-
Type: Transformer-based sentence embedding model
Usage: Particularly suited for semantic search, clustering, and information retrieval tasks. sentence-transformers/all-MiniLM-L6-v2
Type: Transformer-based sentence embedding model
Usage: Efficient and lightweight embeddings suitable for general semantic search and retrieval tasks.
Dataset Structure
Each entry in the dataset contains:
- id: A unique identifier for each verse/excerpt.
- sanskrit_text: The original textual content in Sanskrit from Ramayana.
- translation: English translation of the Sanskrit text.
- minilm_embedding: Vector representation (384-dimensional embedding) generated using the sentence-transformers/all-MiniLM-L6-v2
- bge_embedding: Vector representation (1024-dimensional embedding) generated using the BAAI/bge-large-en-v1.5
- Downloads last month
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Size of downloaded dataset files:
6.92 MB
Size of the auto-converted Parquet files:
6.92 MB
Number of rows:
657