Update README.md

README.md

@@ -107,6 +107,61 @@ The description of each key (when the instance contains two questions) is as fol
 	- **question2_answer2:** Gold answer to question 2 according to passage 2.    
 
 
+## Usage of the Dataset
+
+We provide the following starter code:
+
+
+```python
+from genai import Client, Credentials
+import datetime
+import pytz
+import logging
+import json
+import copy
+from dotenv import load_dotenv
+from genai.text.generation import CreateExecutionOptions
+from genai.schema import (
+    DecodingMethod,
+    LengthPenalty,
+    ModerationParameters,
+    ModerationStigma,
+    TextGenerationParameters,
+    TextGenerationReturnOptions,
+)
+
+try:
+    from tqdm.auto import tqdm
+except ImportError:
+    print("Please install tqdm to run this example.")
+    raise
+
+load_dotenv()
+client = Client(credentials=Credentials.from_env())
+
+logging.getLogger("bampy").setLevel(logging.DEBUG)
+fh = logging.FileHandler('bampy.log')
+fh.setLevel(logging.DEBUG)
+logging.getLogger("bampy").addHandler(fh)
+
+parameters = TextGenerationParameters(
+    max_new_tokens=250,
+    min_new_tokens=1,
+    decoding_method=DecodingMethod.GREEDY,
+    # length_penalty=LengthPenalty(start_index=5, decay_factor=1.5),
+    return_options=TextGenerationReturnOptions(
+        # if ordered is False, you can use return_options to retrieve the corresponding prompt
+        input_text=True,
+    ),
+)
+
+testingUnits = load_testingdata()
+print("question size", len(testingUnits))
+generateAnswers_bam_models(testingUnits)
+```
+
+
+
 ## Dataset Creation
 
 ### Curation Rationale
@@ -176,14 +231,18 @@ Since our dataset requires manual annotation, annotation noise is inevitably int
 
 <!-- If there is a paper or blog post introducing the dataset, the APA and Bibtex information for that should go in this section. -->
 
+If this dataset is utilized in your research, kindly cite the following paper:
+
 **BibTeX:**
 
+```
 @article{hou2024wikicontradict,
   title={{WikiContradict: A Benchmark for Evaluating LLMs on Real-World Knowledge Conflicts from Wikipedia}},
   author={Hou, Yufang and Pascale, Alessandra and Carnerero-Cano, Javier and Tchrakian, Tigran and Marinescu, Radu and Daly, Elizabeth and Padhi, Inkit and Sattigeri, Prasanna},
   journal={arXiv preprint arXiv:2406.13805},
   year={2024}
 }
+```
 
 **APA:**