diff --git a/README.md b/README.md
index 8e7580bfc0a58fb8e475101c7708364a3858cf45..62d913d835edf9977cb1052fee934117cded009e 100644
--- a/README.md
+++ b/README.md
@@ -2,4 +2,11 @@
 license: apache-2.0
 task_categories:
 - question-answering
----
\ No newline at end of file
+configs:
+- config_name: AQUA
+  data_files:
+  - split: train
+    path: "aqua/train.json"
+  - split: test
+    path: "aqua/test.json"
+---
diff --git a/aqua/CONTRIBUTING b/aqua/CONTRIBUTING
new file mode 100644
index 0000000000000000000000000000000000000000..2827b7d3fa277e2daab95ea3cfaff1c2bfc1389e
--- /dev/null
+++ b/aqua/CONTRIBUTING
@@ -0,0 +1,27 @@
+Want to contribute? Great! First, read this page (including the small print at the end).
+
+### Before you contribute
+Before we can use your code, you must sign the
+[Google Individual Contributor License Agreement]
+(https://cla.developers.google.com/about/google-individual)
+(CLA), which you can do online. The CLA is necessary mainly because you own the
+copyright to your changes, even after your contribution becomes part of our
+codebase, so we need your permission to use and distribute your code. We also
+need to be sure of various other things—for instance that you'll tell us if you
+know that your code infringes on other people's patents. You don't have to sign
+the CLA until after you've submitted your code for review and a member has
+approved it, but you must do it before we can put your code into our codebase.
+Before you start working on a larger contribution, you should get in touch with
+us first through the issue tracker with your idea so that we can help out and
+possibly guide you. Coordinating up front makes it much easier to avoid
+frustration later on.
+
+### Code reviews
+All submissions, including submissions by project members, require review. We
+use Github pull requests for this purpose.
+
+### The small print
+Contributions made by corporations are covered by a different agreement than
+the one above, the
+[Software Grant and Corporate Contributor License Agreement]
+(https://cla.developers.google.com/about/google-corporate).
diff --git a/aqua/LICENSE b/aqua/LICENSE
new file mode 100644
index 0000000000000000000000000000000000000000..d7e363d0c7bf685f52c5a172d54aca328ca55d90
--- /dev/null
+++ b/aqua/LICENSE
@@ -0,0 +1,13 @@
+Copyright 2017 Google Inc.
+
+Licensed under the Apache License, Version 2.0 (the "License");
+you may not use this file except in compliance with the License.
+You may obtain a copy of the License at
+
+    http://www.apache.org/licenses/LICENSE-2.0
+
+Unless required by applicable law or agreed to in writing, software
+distributed under the License is distributed on an "AS IS" BASIS,
+WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+See the License for the specific language governing permissions and
+limitations under the License.
diff --git a/aqua/README.md b/aqua/README.md
new file mode 100644
index 0000000000000000000000000000000000000000..b49262b8d368c0fb0981478b555fce30bd4afd9c
--- /dev/null
+++ b/aqua/README.md
@@ -0,0 +1,35 @@
+# AQUA-RAT (Algebra Question Answering with Rationales) Dataset
+
+This dataset contains the algebraic word problems with rationales described in our paper:
+
+[Wang Ling, Dani Yogatama, Chris Dyer, and Phil Blunsom. (2017) Program Induction by Rationale Generation: Learning to Solve and Explain Algebraic Word Problems. In Proc. ACL.](https://arxiv.org/pdf/1705.04146.pdf)
+
+The dataset consists of about 100,000 algebraic word problems with natural language rationales. Each problem is a json object consisting of four parts:
+
+ * `question` - A natural language definition of the problem to solve
+ * `options` - 5 possible options (A, B, C, D and E), among which one is correct
+ * `rationale` - A natural language description of the solution to the problem
+ * `correct` - The correct option
+
+Here is an example of a problem object:
+
+    {
+    "question": "A grocery sells a bag of ice for $1.25, and makes 20% profit. If it sells 500 bags of ice, how much total profit does it make?",
+    "options": ["A)125", "B)150", "C)225", "D)250", "E)275"],
+    "rationale": "Profit per bag = 1.25 * 0.20 = 0.25\nTotal profit = 500 * 0.25 = 125\nAnswer is A.",
+    "correct": "A"
+    }
+
+## Files
+
+ * `train.json` -> untokenized training set
+ * `train.tok.json` -> tokenized training set
+ * `dev.json` -> untokenized development set
+ * `dev.tok.json` -> tokenized development set
+ * `test.json` -> untokenized test set
+ * `test.tok.json` -> tokenized test set
+
+## Note
+
+This dataset has been fully crowdsourced, as described using the technique in the paper (Ling et al., 2017). The initial published results included in the paper were derived from a previous version of this dataset that cannot be released in full, and results using the published system will differ. Results using our published system will be forthcoming.
+
diff --git a/aqua/dev.json b/aqua/dev.json
new file mode 100644
index 0000000000000000000000000000000000000000..4ec72a3d27d3913c2e57a63f2bd80c1d33da988b
--- /dev/null
+++ b/aqua/dev.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a52301d8a49ae0b286f8e697f9c5da1b109b247b825b47b4c6de34312dceec5
+size 132008
diff --git a/aqua/test.json b/aqua/test.json
new file mode 100644
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--- /dev/null
+++ b/aqua/test.json
@@ -0,0 +1,3 @@
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+oid sha256:de41581881ef95c5588c44ddc701c77fd480839241dd422a0d181262af24520c
+size 130192
diff --git a/aqua/train.json b/aqua/train.json
new file mode 100644
index 0000000000000000000000000000000000000000..0e2fb212f551f171e8430bb21a122c7e3b075916
--- /dev/null
+++ b/aqua/train.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35b70c7cb1660c34d302bb932dfd3656ce3d05e8c982c797767fec31d7d1e0ba
+size 47570935
diff --git a/binpacking/test.csv b/binpacking/test.csv
new file mode 100644
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+++ b/binpacking/test.csv
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diff --git a/binpacking/train.csv b/binpacking/train.csv
new file mode 100644
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diff --git a/blocksworld/AutoHD_val_set.json b/blocksworld/AutoHD_val_set.json
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diff --git a/blocksworld/bw_basic.json b/blocksworld/bw_basic.json
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+size 104423
diff --git a/blocksworld/bw_basic_sup.json b/blocksworld/bw_basic_sup.json
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--- /dev/null
+++ b/blocksworld/bw_basic_sup.json
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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diff --git a/blocksworld/bw_config.yaml b/blocksworld/bw_config.yaml
new file mode 100644
index 0000000000000000000000000000000000000000..291b77f69716570a24cf8eece2d6587082b34cec
--- /dev/null
+++ b/blocksworld/bw_config.yaml
@@ -0,0 +1,67 @@
+---
+domain_intro: |
+   I am playing with a set of blocks where I need to arrange the blocks into stacks. Here are the actions I can do
+
+   Pick up a block
+   Unstack a block from on top of another block
+   Put down a block
+   Stack a block on top of another block
+
+   I have the following restrictions on my actions:
+   I can only pick up or unstack one block at a time.
+   I can only pick up or unstack a block if my hand is empty.
+   I can only pick up a block if the block is on the table and the block is clear. A block is clear if the block has no other blocks on top of it and if the block is not picked up.
+   I can only unstack a block from on top of another block if the block I am unstacking was really on top of the other block.
+   I can only unstack a block from on top of another block if the block I am unstacking is clear.
+   Once I pick up or unstack a block, I am holding the block.
+   I can only put down a block that I am holding.
+   I can only stack a block on top of another block if I am holding the block being stacked.
+   I can only stack a block on top of another block if the block onto which I am stacking the block is clear.
+   Once I put down or stack a block, my hand becomes empty.
+
+domain_intro_cost: |
+   I am playing with a set of blocks where I need to arrange the blocks into stacks. Here are the actions I can do:
+
+   Pick up a block. It takes 1 minute to pick up a block.
+   Unstack a block from on top of another block. It takes 1 minute to unstack a block from on top of another block.
+   Put down a block. It takes 1 minute to put down a block.
+   Stack a block on top of another block. It takes 1 minute to stack a block on top of another block.
+
+   I have the following restrictions on my actions:
+   I can only pick up or unstack one block at a time.
+   I can only pick up or unstack a block if my hand is empty.
+   I can only pick up a block if the block is on the table and the block is clear. A block is clear if the block has no other blocks on top of it and if the block is not picked up.
+   I can only unstack a block from on top of another block if the block I am unstacking was really on top of the other block.
+   I can only unstack a block from on top of another block if the block I am unstacking is clear.
+   Once I pick up or unstack a block, I am holding the block.
+   I can only put down a block that I am holding.
+   I can only stack a block on top of another block if I am holding the block being stacked.
+   I can only stack a block on top of another block if the block onto which I am stacking the block is clear.
+   Once I put down or stack a block, my hand becomes empty.
+
+actions:
+  {pick-up: "pick up the {}",
+   put-down: "put down the {}",
+   stack: "stack the {} on top of the {}",
+   unstack: "unstack the {} from on top of the {}"}
+
+objects:
+- blue block
+- orange block
+- red block
+- yellow block
+
+predicates:
+  {ontable: "the {} is on the table",
+   clear: "the {} is clear",
+   handempty: "the hand is empty",
+   "on": "the {} is on top of the {}"}
+
+# encoded_objects: dictionary of object names, have to be alphabetical
+encoded_objects:
+  {"a": "red block", "b": "blue block", "c": "orange block", "d": "yellow block",
+   "e": "white block", "f": "magenta block", "g": "black block", "h": "cyan block",
+   "i": "green block", "j": "violet block", "k": "silver block", "l": "gold block" }
+
+callbacks:
+   - t1_gen_goal_directed_instances
\ No newline at end of file
diff --git a/blocksworld/full_data/step_10.json b/blocksworld/full_data/step_10.json
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+version https://git-lfs.github.com/spec/v1
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+size 27434
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+version https://git-lfs.github.com/spec/v1
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+size 325
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+version https://git-lfs.github.com/spec/v1
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+size 7751
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+++ b/blocksworld/generated_domain.pddl
@@ -0,0 +1,31 @@
+(define (domain blocksworld-4ops)
+  (:requirements :strips)
+(:predicates (clear ?x)
+             (ontable ?x)
+             (handempty)
+             (holding ?x)
+             (on ?x ?y))
+
+(:action pick-up
+  :parameters (?ob)
+  :precondition (and (clear ?ob) (ontable ?ob) (handempty))
+  :effect (and (holding ?ob) (not (clear ?ob)) (not (ontable ?ob))
+               (not (handempty))))
+
+(:action put-down
+  :parameters  (?ob)
+  :precondition (holding ?ob)
+  :effect (and (clear ?ob) (handempty) (ontable ?ob)
+               (not (holding ?ob))))
+
+(:action stack
+  :parameters  (?ob ?underob)
+  :precondition (and (clear ?underob) (holding ?ob))
+  :effect (and (handempty) (clear ?ob) (on ?ob ?underob)
+               (not (clear ?underob)) (not (holding ?ob))))
+
+(:action unstack
+  :parameters  (?ob ?underob)
+  :precondition (and (on ?ob ?underob) (clear ?ob) (handempty))
+  :effect (and (holding ?ob) (clear ?underob)
+               (not (on ?ob ?underob)) (not (clear ?ob)) (not (handempty)))))
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diff --git a/prontoqa/345hop_random_true.json b/prontoqa/345hop_random_true.json
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--- /dev/null
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diff --git a/prontoqa/create_example_pool.py b/prontoqa/create_example_pool.py
new file mode 100644
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--- /dev/null
+++ b/prontoqa/create_example_pool.py
@@ -0,0 +1,43 @@
+import json
+
+def extract_unique_in_context_examples(input_file, output_file):
+    # Read the original JSON file
+    with open(input_file, 'r') as file:
+        data = json.load(file)
+
+    # Set for tracking unique examples and test questions
+    unique_examples = set()
+    test_questions = set()
+
+    # First, collect all test questions
+    for key, value in data.items():
+        if "test_example" in value:
+            test_question = json.dumps(value["test_example"]["question"], sort_keys=True)
+            test_questions.add(test_question)
+
+    # List to store unique in-context examples
+    example_pool = []
+
+    # Extract unique in-context examples
+    for key, value in data.items():
+        for example_key, example_value in value.items():
+            if 'in_context_example' in example_key:
+                # Convert the example to a JSON string for comparison
+                example_str = json.dumps(example_value["question"], sort_keys=True)
+                if example_str not in unique_examples and example_str not in test_questions:
+                    unique_examples.add(example_str)
+                    example_pool.append(example_value)
+
+    # Create the final dictionary with the example pool
+    print(len(example_pool))
+    final_data = {"example_pool": example_pool}
+
+    # Write the extracted data to a new JSON file
+    with open(output_file, 'w') as file:
+        json.dump(final_data, file, indent=4)
+
+
+# Usage
+input_file = '345hop_random_true.json'
+output_file = 'example_pool.json'
+extract_unique_in_context_examples(input_file, output_file)
diff --git a/prontoqa/create_next_step_example.py b/prontoqa/create_next_step_example.py
new file mode 100644
index 0000000000000000000000000000000000000000..ea9e4dd8181f1a8b4a63a7bfdc183b28a14f9c34
--- /dev/null
+++ b/prontoqa/create_next_step_example.py
@@ -0,0 +1,75 @@
+# import json
+
+# def convert_to_next_steps(example_pool):
+#     next_steps_list = []
+
+#     for example in example_pool:
+#         facts = example['question'].split('. ')[:-1]
+#         query = example['query']
+#         chain_of_thought = example['chain_of_thought']
+
+#         claims = []
+#         next_steps = []
+
+#         for j in range(0, len(chain_of_thought), 2):
+#             claim = chain_of_thought[j]
+#             next_step = 'Finish.' if j + 1 >= len(chain_of_thought) else chain_of_thought[j + 1]
+
+#             claims.append(claim)
+#             next_steps.append(next_step)
+
+#         next_steps_entry = {
+#             'Facts': '. '.join(facts) + '.',
+#             'Query': query,
+#             'claims': claims,
+#             'next_steps': next_steps
+#         }
+
+#         next_steps_list.append(next_steps_entry)
+
+#     return next_steps_list
+
+# # Read the example pool from a JSON file
+# with open('example_pool.json', 'r') as file:
+#     example_pool = json.load(file)['example_pool']
+
+# # Process the data
+# next_steps = convert_to_next_steps(example_pool)
+
+# # Write the next steps to a JSON file
+# with open('example_next_steps.json', 'w') as file:
+#     json.dump({"next_steps": next_steps}, file, indent=4)
+
+# print("Next steps have been saved to next_steps.json")
+
+
+import json
+import random
+
+with open(file_path, 'r') as file:
+    data = json.load(file)['next_steps']
+
+    # Sample 'sample_size' entries from the data
+    sampled_data = random.sample(data, sample_size)
+
+
+def format_examples(sampled_data):
+    formatted_examples = ""
+    for i, entry in enumerate(sampled_data, 1):
+        facts = f"Facts {i}: {entry['Facts']}\n"
+        query = f"Query {i}: {entry['Query']}\n"
+        claims_and_next = ""
+
+        for j, (claim, next_step) in enumerate(zip(entry['claims'], entry['next_steps']), 1):
+            claims_and_next += f"Claim {i}.{j}: {claim}\nNext {i}.{j}: {next_step}\n"
+
+        formatted_examples += facts + query + claims_and_next + "\n"
+
+    return formatted_examples
+
+# Example usage
+file_path = 'example_next_steps.json'
+sample_size = 2  # Change this to the desired sample size
+formatted_text = format_examples(file_path, sample_size)
+
+print("EXAMPLES = \"\"\"\n" + formatted_text + "\"\"\"")
\ No newline at end of file
diff --git a/prontoqa/dataset.py b/prontoqa/dataset.py
new file mode 100644
index 0000000000000000000000000000000000000000..7ab960bf86082c9c1ea6513a2affa072300cb925
--- /dev/null
+++ b/prontoqa/dataset.py
@@ -0,0 +1,64 @@
+from dataclasses import dataclass, field
+from typing import List, Dict, Iterator, Mapping
+
+import json
+from dataclasses import dataclass, field
+from typing import List, Dict, Iterator, Union
+
+
+@dataclass
+class ProntoQAProblem:
+    question: str
+    query: str
+    chain_of_thought: List[str]
+    answer: str
+
+
+@dataclass
+class ProntoQAExample:
+    in_context_examples: Mapping[str, ProntoQAProblem]
+    test_example: ProntoQAProblem = field(default=None)
+    """
+    ProntoQAProblem(question='Every cat is a feline. Mammals are vertebrates. Bilaterians are animals. Vertebrates are chordates. Carnivores are mammals. Mammals are not cold-blooded. Each chordate is a bilaterian. Every feline is a carnivore. Snakes are cold-blooded. Animals are not unicellular. Every carnivore is not herbivorous. Fae is a cat.', query='True or false: Fae is not cold-blooded.', chain_of_thought=['Fae is a cat.', 'Every cat is a feline.', 'Fae is a feline.', 'Every feline is a carnivore.', 'Fae is a carnivore.', 'Carnivores are mammals.', 'Fae is a mammal.', 'Mammals are not cold-blooded.', 'Fae is not cold-blooded.'], answer='True')"""
+
+
+
+@dataclass
+class ProntoQADataset:
+    examples: Dict[str, ProntoQAExample] = field(default_factory=dict)
+    # "example1": ..., "example2": ..., ...
+
+    @classmethod
+    def from_file(cls, file_path: str) -> 'ProntoQADataset':
+        instance = cls()
+        with open(file_path, 'r') as f:
+            raw_data = json.load(f)
+
+        for example_key, example_value in raw_data.items():
+
+            all_examples = {
+                k: ProntoQAProblem(
+                    question=e["question"],
+                    query=e["query"],
+                    chain_of_thought=e["chain_of_thought"],
+                    answer=e["answer"]
+                ) for k, e in example_value.items()
+            }
+
+            test_example = all_examples.pop('test_example', None)
+            in_context_examples = []
+
+            instance.examples[example_key] = ProntoQAExample(in_context_examples, test_example)
+
+        return instance
+
+    def __iter__(self) -> Iterator[Union[ProntoQAProblem, ProntoQAExample]]:
+        return iter(self.examples.values())
+
+
+# Sample usage
+if __name__ == "__main__":
+    pronto_qa_dataset = ProntoQADataset.from_file('/Users/xiyan/Downloads/345hop_random_true.json')
+
+    for example in pronto_qa_dataset:
+        print(example)
\ No newline at end of file
diff --git a/prontoqa/example_pool.json b/prontoqa/example_pool.json
new file mode 100644
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