Garima Chhikara

TEACHING

preprints

• SMITE: Enhancing Fairness in LLMs through Optimal In-Context Example Selection via Dynamic Validation
  Garima Chhikara, Kripabandhu Ghosh and Abhijnan Chakraborty
  arXiv 2025
  

  pdf // bibtex

  @misc{chhikara2025smite,
        title={SMITE: Enhancing Fairness in LLMs through Optimal In-Context Example Selection via Dynamic Validation}, 
        author={Garima Chhikara and Kripabandhu Ghosh and Abhijnan Chakraborty},
        year={2025},
        eprint={2508.17735},
        archivePrefix={arXiv},
        primaryClass={cs.CL},
        url={https://arxiv.org/abs/2508.17735}, 
  }
                  

• Through the Prism of Culture: Evaluating LLMs' Understanding of Indian Subcultures and Traditions
  Garima Chhikara, Abhishek Kumar and Abhijnan Chakraborty
  arXiv 2025
  

  pdf // bibtex

  @misc{chhikara2025culture,
        title={Through the Prism of Culture: Evaluating LLMs' Understanding of Indian Subcultures and Traditions}, 
        author={Garima Chhikara and Abhishek Kumar and Abhijnan Chakraborty},
        year={2025},
        eprint={2501.16748},
        archivePrefix={arXiv},
        primaryClass={cs.CL},
        url={https://arxiv.org/abs/2501.16748}, 
  }
                  

• Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification
  Garima Chhikara, Anurag Sharma, Kripabandhu Ghosh and Abhijnan Chakraborty
  arXiv 2024
  

  pdf // bibtex

  @misc{chhikara2024fewshot,
      title={Few-Shot Fairness: Unveiling LLM's Potential for Fairness-Aware Classification}, 
      author={Garima Chhikara and Anurag Sharma and Kripabandhu Ghosh and Abhijnan Chakraborty},
      year={2024},
      eprint={2402.18502},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2402.18502}, 
  }
                  

publications

• LaMSUM: Amplifying Voices Against Harassment through LLM Guided Extractive Summarization of User Incident Reports
  Garima Chhikara, Anurag Sharma, V. Gurucharan, Kripabandhu Ghosh and Abhijnan Chakraborty
  In 20th International AAAI Conference on Web and Social Media (ICWSM), Los Angeles, California, USA, June 2026.
  

  pdf // bibtex

  @misc{chhikara2024lamsum,
      title={LaMSUM: Amplifying Voices Against Harassment through LLM Guided Extractive Summarization of User Incident Reports}, 
      author={Garima Chhikara and Anurag Sharma and V. Gurucharan and Kripabandhu Ghosh and Abhijnan Chakraborty},
      year={2025},
      eprint={2406.15809},
      archivePrefix={arXiv},
      primaryClass={cs.CL},
      url={https://arxiv.org/abs/2406.15809}, 
  }
                  

• #LetsTalk: Understanding Social Media Usage of Self-Harm Users in India.
  Garima Chhikara and Abhijnan Chakraborty.
  In 18th International AAAI Conference on Web and Social Media (ICWSM), Buffalo, New York, USA, June 2024.
  

  pdf // code // bibtex

  @article{Chhikara_Chakraborty_2024, 
      title={#LetsTalk: Understanding Social Media Usage of Self-Harm Users in India}, 
      volume={18}, 
      url={https://ojs.aaai.org/index.php/ICWSM/article/view/31314}, 
      DOI={10.1609/icwsm.v18i1.31314}, 
      number={1}, 
      journal={Proceedings of the International AAAI Conference on Web and Social Media}, 
      author={Chhikara, Garima and Chakraborty, Abhijnan}, 
      year={2024}, 
      month={May}, 
      pages={289-301} 
  }
                      

• Fairness for both Readers and Authors: Evaluating Summaries of User Generated Content.
  Garima Chhikara, Kripabandhu Ghosh, Saptarshi Ghosh and Abhijnan Chakraborty.
  In 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), Taipei, Taiwan, July 2023.
  

  pdf // code // bibtex

  
  @inproceedings{10.1145/3539618.3591986,
      author = {Chhikara, Garima and Ghosh, Kripabandhu and Ghosh, Saptarshi and Chakraborty, Abhijnan},
      title = {Fairness for both Readers and Authors: Evaluating Summaries of User Generated Content},
      year = {2023},
      isbn = {9781450394086},
      publisher = {Association for Computing Machinery},
      address = {New York, NY, USA},
      url = {https://doi.org/10.1145/3539618.3591986},
      doi = {10.1145/3539618.3591986},
      booktitle = {Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval},
      pages = {1996–2000},
      numpages = {5},
      keywords = {author satisfaction, fair summarization, summary evaluation},
      location = {Taipei, Taiwan},
      series = {SIGIR '23}
  }
                      

• Use of Facial Landmarks for Adaptive Compression of Videos on Mobile Devices.
  Garima Chhikara, Ruchika Banerjee, Vinayak Naik, A. V. Subramanyam and Kuntal Dey.
  COMSNETS 2018, Part of LNCS Book Series
  

  bibtex

  
  @InProceedings{10.1007/978-3-030-10659-1_4,
      author="Chhikara, Garima and Banerjee, Ruchika and Naik, Vinayak and Subramanyam, A. V. and Dey, Kuntal",
      title="Use of Facial Landmarks for Adaptive Compression of Videos on Mobile Devices",
      booktitle="Communication Systems and Networks",
      year="2019",
      publisher="Springer International Publishing",
      address="Cham",
      pages="76--101",
  }