Initial commit

README.md

@@ -2,4 +2,11 @@
 license: apache-2.0
 task_categories:
 - question-answering
----
+configs:
+- config_name: AQUA
+  data_files:
+  - split: train
+    path: "aqua/train.json"
+  - split: test
+    path: "aqua/test.json"
+---

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).

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.

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.
+

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blocksworld/bw_config.yaml

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+---
+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

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+(define (domain blocksworld-4ops)
+  (:requirements :strips)
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+             (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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