diff --git a/README.md b/README.md
index 7be5fc7f47d5db027d120b8024982df93db95b74..fc515c311ccc0f4b2a05b57debbdeb5ccc634cae 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,212 @@
----
-license: mit
----
+---
+language:
+ - en
+license: mit
+task_categories:
+ - question-answering
+pretty_name: bAbI divided by task
+description: "These tasks measure understanding in several ways: whether a system is able to answer questions via chaining facts, simple induction, deduction and many more. The tasks are designed to be prerequisites for any system that aims to be capable of conversing with a human."
+configs:
+- config_name: task_1-single_supporting_fact
+ data_files:
+ - split: train
+ path: "data/task_1-single_supporting_fact/babi-train.parquet"
+ - split: test
+ path: "data/task_1-single_supporting_fact/babi-test.parquet"
+ - split: validation
+ path: "data/task_1-single_supporting_fact/babi-validation.parquet"
+- config_name: task_2-two_supporting_facts
+ data_files:
+ - split: train
+ path: "data/task_2-two_supporting_facts/babi-train.parquet"
+ - split: test
+ path: "data/task_2-two_supporting_facts/babi-test.parquet"
+ - split: validation
+ path: "data/task_2-two_supporting_facts/babi-validation.parquet"
+- config_name: task_3-three_supporting_facts
+ data_files:
+ - split: train
+ path: "data/task_3-three_supporting_facts/babi-train.parquet"
+ - split: test
+ path: "data/task_3-three_supporting_facts/babi-test.parquet"
+ - split: validation
+ path: "data/task_3-three_supporting_facts/babi-validation.parquet"
+- config_name: task_4-two_argument_relations
+ data_files:
+ - split: train
+ path: "data/task_4-two_argument_relations/babi-train.parquet"
+ - split: test
+ path: "data/task_4-two_argument_relations/babi-test.parquet"
+ - split: validation
+ path: "data/task_4-two_argument_relations/babi-validation.parquet"
+- config_name: task_5-three_argument_relations
+ data_files:
+ - split: train
+ path: "data/task_5-three_argument_relations/babi-train.parquet"
+ - split: test
+ path: "data/task_5-three_argument_relations/babi-test.parquet"
+ - split: validation
+ path: "data/task_5-three_argument_relations/babi-validation.parquet"
+- config_name: task_6-yes_no_questions
+ data_files:
+ - split: train
+ path: "data/task_6-yes_no_questions/babi-train.parquet"
+ - split: test
+ path: "data/task_6-yes_no_questions/babi-test.parquet"
+ - split: validation
+ path: "data/task_6-yes_no_questions/babi-validation.parquet"
+- config_name: task_7-counting
+ data_files:
+ - split: train
+ path: "data/task_7-counting/babi-train.parquet"
+ - split: test
+ path: "data/task_7-counting/babi-test.parquet"
+ - split: validation
+ path: "data/task_7-counting/babi-validation.parquet"
+- config_name: task_8-lists_sets
+ data_files:
+ - split: train
+ path: "data/task_8-lists_sets/babi-train.parquet"
+ - split: test
+ path: "data/task_8-lists_sets/babi-test.parquet"
+ - split: validation
+ path: "data/task_8-lists_sets/babi-validation.parquet"
+- config_name: task_9-simple_negation
+ data_files:
+ - split: train
+ path: "data/task_9-simple_negation/babi-train.parquet"
+ - split: test
+ path: "data/task_9-simple_negation/babi-test.parquet"
+ - split: validation
+ path: "data/task_9-simple_negation/babi-validation.parquet"
+- config_name: task_10-indefinite_knowledge
+ data_files:
+ - split: train
+ path: "data/task_10-indefinite_knowledge/babi-train.parquet"
+ - split: test
+ path: "data/task_10-indefinite_knowledge/babi-test.parquet"
+ - split: validation
+ path: "data/task_10-indefinite_knowledge/babi-validation.parquet"
+- config_name: task_11-basic_coreference
+ data_files:
+ - split: train
+ path: "data/task_11-basic_coreference/babi-train.parquet"
+ - split: test
+ path: "data/task_11-basic_coreference/babi-test.parquet"
+ - split: validation
+ path: "data/task_11-basic_coreference/babi-validation.parquet"
+- config_name: task_12-conjunction
+ data_files:
+ - split: train
+ path: "data/task_12-conjunction/babi-train.parquet"
+ - split: test
+ path: "data/task_12-conjunction/babi-test.parquet"
+ - split: validation
+ path: "data/task_12-conjunction/babi-validation.parquet"
+- config_name: task_13-compound_coreference
+ data_files:
+ - split: train
+ path: "data/task_13-compound_coreference/babi-train.parquet"
+ - split: test
+ path: "data/task_13-compound_coreference/babi-test.parquet"
+ - split: validation
+ path: "data/task_13-compound_coreference/babi-validation.parquet"
+- config_name: task_14-time_reasoning
+ data_files:
+ - split: train
+ path: "data/task_14-time_reasoning/babi-train.parquet"
+ - split: test
+ path: "data/task_14-time_reasoning/babi-test.parquet"
+ - split: validation
+ path: "data/task_14-time_reasoning/babi-validation.parquet"
+- config_name: task_15-basic_deduction
+ data_files:
+ - split: train
+ path: "data/task_15-basic_deduction/babi-train.parquet"
+ - split: test
+ path: "data/task_15-basic_deduction/babi-test.parquet"
+ - split: validation
+ path: "data/task_15-basic_deduction/babi-validation.parquet"
+- config_name: task_16-basic_induction
+ data_files:
+ - split: train
+ path: "data/task_16-basic_induction/babi-train.parquet"
+ - split: test
+ path: "data/task_16-basic_induction/babi-test.parquet"
+ - split: validation
+ path: "data/task_16-basic_induction/babi-validation.parquet"
+- config_name: task_17-positional_reasoning
+ data_files:
+ - split: train
+ path: "data/task_17-positional_reasoning/babi-train.parquet"
+ - split: test
+ path: "data/task_17-positional_reasoning/babi-test.parquet"
+ - split: validation
+ path: "data/task_17-positional_reasoning/babi-validation.parquet"
+- config_name: task_18-size_reasoning
+ data_files:
+ - split: train
+ path: "data/task_18-size_reasoning/babi-train.parquet"
+ - split: test
+ path: "data/task_18-size_reasoning/babi-test.parquet"
+ - split: validation
+ path: "data/task_18-size_reasoning/babi-validation.parquet"
+- config_name: task_19-path_finding
+ data_files:
+ - split: train
+ path: "data/task_19-path_finding/babi-train.parquet"
+ - split: test
+ path: "data/task_19-path_finding/babi-test.parquet"
+ - split: validation
+ path: "data/task_19-path_finding/babi-validation.parquet"
+- config_name: task_20-agents_motivations
+ data_files:
+ - split: train
+ path: "data/task_20-agents_motivations/babi-train.parquet"
+ - split: test
+ path: "data/task_20-agents_motivations/babi-test.parquet"
+ - split: validation
+ path: "data/task_20-agents_motivations/babi-validation.parquet"
+---
+# bAbI Dataset : Per-Task Splits
+
+The examples in this dataset were obtained from "Muennighoff/babi". This dataset offer the same examples but it can be loaded using a per-task basis:
+
+```python
+from datasets import load_dataset
+ds = load_dataset('RawthiL/babi_tasks', 'task_1-single_supporting_fact')
+```
+
+The available tasks are:
+| Task ID | Task Name | Split Name|
+|---------|-----------|----|
+| 1 | Single Supporting Fact | task_1-single_supporting_fact |
+| 2 | Two Supporting Facts | task_2-two_supporting_facts |
+| 3 | Three Supporting Facts | task_3-three_supporting_facts |
+| 4 | Two Argument Relations | task_4-two_argument_relations |
+| 5 | Three Argument Relations | task_5-three_argument_relations |
+| 6 | Yes/No Questions | task_6-yes_no_questions |
+| 7 | Counting | task_7-counting |
+| 8 | Lists/Sets | task_8-lists_sets |
+| 9 | Simple Negation | task_9-simple_negation |
+| 10 | Indefinite Knowledge | task_10-indefinite_knowledge |
+| 11 | Basic Coreference | task_11-basic_coreference |
+| 12 | Conjunction | task_12-conjunction |
+| 13 | Compound Coreference | task_13-compound_coreference |
+| 14 | Time Reasoning | task_14-time_reasoning |
+| 15 | Basic Deduction | task_15-basic_deduction |
+| 16 | Basic Induction | task_16-basic_induction |
+| 17 | Positional Reasoning | task_17-positional_reasoning |
+| 18 | Size Reasoning | task_18-size_reasoning |
+| 19 | Path Finding | task_19-path_finding |
+| 20 | Agent's Motivations | task_20-agents_motivations |
+
+### TOWARDS AI-COMPLETE QUESTION ANSWERING: A SET OF PREREQUISITE TOY TASKS
+
+@article{weston2015towards,
+ title={Towards ai-complete question answering: A set of prerequisite toy tasks},
+ author={Weston, Jason and Bordes, Antoine and Chopra, Sumit and Rush, Alexander M and Van Merri{"e}nboer, Bart and Joulin, Armand and Mikolov, Tomas},
+ journal={arXiv preprint arXiv:1502.05698},
+ year={2015}
+}
+
\ No newline at end of file
diff --git a/data/task_1-single_supporting_fact/babi-test.parquet b/data/task_1-single_supporting_fact/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..62a23a63699b504ef8a34bf3bdcf458f95d03c84
--- /dev/null
+++ b/data/task_1-single_supporting_fact/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4de5620ca1d72f4271404ca1ddb905fc70b92ea50820599170f0325eab3df7b0
+size 30298
diff --git a/data/task_1-single_supporting_fact/babi-train.parquet b/data/task_1-single_supporting_fact/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c3324e7f504e77cd05666f0210c55542305134ca
--- /dev/null
+++ b/data/task_1-single_supporting_fact/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9b43edc08e52c1f8d0ba33a2b5f305a9733b464f38a5f1275f9fd29f3d56bf61
+size 27434
diff --git a/data/task_1-single_supporting_fact/babi-validation.parquet b/data/task_1-single_supporting_fact/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..42d22d2785e058f7133ad2fba0030db89b6f8a7f
--- /dev/null
+++ b/data/task_1-single_supporting_fact/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d9ed664f340514c5abc42f6d87bb2042736d3ec667e79783be75ecf54331562
+size 6054
diff --git a/data/task_10-indefinite_knowledge/babi-test.parquet b/data/task_10-indefinite_knowledge/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3ba4e25885d6967a43a7a7693b69d00b4b19dde6
--- /dev/null
+++ b/data/task_10-indefinite_knowledge/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bbcb6267c23fb447fc8ebcac7eb837ee41ccc6b0453c5bbc9bf6cd6a1e1305f2
+size 32779
diff --git a/data/task_10-indefinite_knowledge/babi-train.parquet b/data/task_10-indefinite_knowledge/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ecf26a5953b7644dd5d48f39274b9ee01f285013
--- /dev/null
+++ b/data/task_10-indefinite_knowledge/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1273bd17d2ab9db82243e45c42094b749ba446d02e52a593186a5266f6175561
+size 30025
diff --git a/data/task_10-indefinite_knowledge/babi-validation.parquet b/data/task_10-indefinite_knowledge/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..96326c491923d88f857294cfcec53c87dfccf0b4
--- /dev/null
+++ b/data/task_10-indefinite_knowledge/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07448ce82a9d634dd3c1c74c417a352d7963adbc166b63b0b95ba515fdb320b0
+size 6501
diff --git a/data/task_11-basic_coreference/babi-test.parquet b/data/task_11-basic_coreference/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6141120f52cf7519edc2ac4d59b8b9ec8f16bed4
--- /dev/null
+++ b/data/task_11-basic_coreference/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93353c6a8776c23f486d8e0d4f45700b0643c1490f6b7d98dcd83d055ec637b7
+size 32681
diff --git a/data/task_11-basic_coreference/babi-train.parquet b/data/task_11-basic_coreference/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..937fc3b45285373bfd9e9f4986ff41b1438c6a36
--- /dev/null
+++ b/data/task_11-basic_coreference/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fbc36df337f4b804152289dbceab498f294d7a8a719b2fd6c6cd3339679a1f94
+size 29385
diff --git a/data/task_11-basic_coreference/babi-validation.parquet b/data/task_11-basic_coreference/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..25d7a80d17a46205c1e6ee4395c7fe74394f5127
--- /dev/null
+++ b/data/task_11-basic_coreference/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0546f42b2736bb306d5c4350212807602c5fe65dae7b40c0b669c664fdfaa13e
+size 6391
diff --git a/data/task_12-conjunction/babi-test.parquet b/data/task_12-conjunction/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d47c9b7a3d1fa5c2ee71f4d328c986c4c7bda74e
--- /dev/null
+++ b/data/task_12-conjunction/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6015d315050d48b0e1bba51483d4e8350f29531633659a1f8200b83012dcebbe
+size 40437
diff --git a/data/task_12-conjunction/babi-train.parquet b/data/task_12-conjunction/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3d20302a6b725d54d58471b444255aca0ada03e3
--- /dev/null
+++ b/data/task_12-conjunction/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef89163822e48ba8ed20d478a2c9293e09f01589d8483650b05c2a03b39c2537
+size 37003
diff --git a/data/task_12-conjunction/babi-validation.parquet b/data/task_12-conjunction/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..670824c02f751f73bd1ede7d0c16cb40017f99bf
--- /dev/null
+++ b/data/task_12-conjunction/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b41914720a442804c24781462bc52d747fee96d001db83a91b435054e98c25f6
+size 7407
diff --git a/data/task_13-compound_coreference/babi-test.parquet b/data/task_13-compound_coreference/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8781af4a732179f5cdebb198e93ddd7eb9a77f13
--- /dev/null
+++ b/data/task_13-compound_coreference/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c21d48b41b4c39def3283334d57d5642af7e3e432af9c80e953ffe165056b55
+size 36949
diff --git a/data/task_13-compound_coreference/babi-train.parquet b/data/task_13-compound_coreference/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..553c6246924c0df469d83601c8adbe7fb1b354e0
--- /dev/null
+++ b/data/task_13-compound_coreference/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:27902d9e9553fd2a1ff841746f3ea825fe716c43b4a7b63937d416db9e7c7c02
+size 33964
diff --git a/data/task_13-compound_coreference/babi-validation.parquet b/data/task_13-compound_coreference/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..654702b756aa6f9b41f13ad28fba986c912a29d1
--- /dev/null
+++ b/data/task_13-compound_coreference/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3512978ae878af2d35359d1e4f05ed77da0c4efd150b5bc4f7fdea9935ab0785
+size 7005
diff --git a/data/task_14-time_reasoning/babi-test.parquet b/data/task_14-time_reasoning/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f004491b3afc5aede4aa5e6fa4c61b148207df98
--- /dev/null
+++ b/data/task_14-time_reasoning/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f75b5010e17422e9045bbe14c163b41e8c1d21cee812910f89aceaa58f949db6
+size 47389
diff --git a/data/task_14-time_reasoning/babi-train.parquet b/data/task_14-time_reasoning/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4692612a69e0c293b77696573b25f74f019feea9
--- /dev/null
+++ b/data/task_14-time_reasoning/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2cc8e9d9d4ee7542db673614bab647d12f2626339b0c670e7bc887eb2a64b8b2
+size 43958
diff --git a/data/task_14-time_reasoning/babi-validation.parquet b/data/task_14-time_reasoning/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..452e30f7146d47d6969e08b60c956ec2293c69ca
--- /dev/null
+++ b/data/task_14-time_reasoning/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d28735505f8550a0f71f04657af107a966449f32b9973f3596ccb2036606d4f
+size 8907
diff --git a/data/task_15-basic_deduction/babi-test.parquet b/data/task_15-basic_deduction/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..dfac0ad29d7668cbf185b3ffdeb94318246f4abd
--- /dev/null
+++ b/data/task_15-basic_deduction/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21f6c5c5372212f7768dadd8d4d742dad066dd0e1e8bb9266fcf28f6dcd9faf7
+size 13667
diff --git a/data/task_15-basic_deduction/babi-train.parquet b/data/task_15-basic_deduction/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e053392ec24f6057c9d9b69b5ad137da1376e7d4
--- /dev/null
+++ b/data/task_15-basic_deduction/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bf998612acb6b0072cb65edc38868fc36650b2154c391532f05f0763416b17ba
+size 12553
diff --git a/data/task_15-basic_deduction/babi-validation.parquet b/data/task_15-basic_deduction/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..9a45ccf367def260b20b67171075a8b1efad8152
--- /dev/null
+++ b/data/task_15-basic_deduction/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:669942b248bbaeefd9df44367619b91864be57407810051b34aad48bd58b1f0f
+size 4505
diff --git a/data/task_16-basic_induction/babi-test.parquet b/data/task_16-basic_induction/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..971457e6f799ee9b03c9fd4ab7bbfd1fbef15e9b
--- /dev/null
+++ b/data/task_16-basic_induction/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12512d207fb2356419b6a2bed37c6b4b1da8fb1d91118d4eb4028dc8fe264a10
+size 42544
diff --git a/data/task_16-basic_induction/babi-train.parquet b/data/task_16-basic_induction/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5864b6ef9ff6eed3785fd6594af9e0df887b0ac8
--- /dev/null
+++ b/data/task_16-basic_induction/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a7ddd0b13ec4ce15a1bbd2b020c7dae4911f721484669f0c36e0f55d6e1fc83e
+size 38713
diff --git a/data/task_16-basic_induction/babi-validation.parquet b/data/task_16-basic_induction/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..fcca89feaf94a2becdf21a1624a08d41a063a60d
--- /dev/null
+++ b/data/task_16-basic_induction/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:69e9bbd0a1846343cd6104343718385b2b7d93814b767153e3955f48475280ad
+size 7169
diff --git a/data/task_17-positional_reasoning/babi-test.parquet b/data/task_17-positional_reasoning/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6f1b1a35fde21da1f3375ddb3f52716b5d3f46bd
--- /dev/null
+++ b/data/task_17-positional_reasoning/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:580607cccb7dfc26e9185be4635dd911e46189bba8dfae3e028fc2f5c3e182b3
+size 8093
diff --git a/data/task_17-positional_reasoning/babi-train.parquet b/data/task_17-positional_reasoning/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..54f4816f779194b624c3a6ae27f61ff4db93eb24
--- /dev/null
+++ b/data/task_17-positional_reasoning/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cfa91d575cfa2573f55adfa374ec00f40fa75892046d7faf5d2781d71d57d966
+size 7740
diff --git a/data/task_17-positional_reasoning/babi-validation.parquet b/data/task_17-positional_reasoning/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6a020b32247a9da3c1c439e63a90ceb324694337
--- /dev/null
+++ b/data/task_17-positional_reasoning/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:83b5d43154fbf8ad36be2a52fe66a952b71bec3c05c01adc61a0db250e32d910
+size 3948
diff --git a/data/task_18-size_reasoning/babi-test.parquet b/data/task_18-size_reasoning/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ff85ac6614db45c20b4b46fd82c5fb1c166f901b
--- /dev/null
+++ b/data/task_18-size_reasoning/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b22e36cd6b273cc41d654d26dc88068de8b1ab4fd5015a3da3755ddc4045f6bc
+size 15175
diff --git a/data/task_18-size_reasoning/babi-train.parquet b/data/task_18-size_reasoning/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..da63a4fe20f0745601e5233324f4b95e284f8d9f
--- /dev/null
+++ b/data/task_18-size_reasoning/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:10263285b1e615598960b11fcefdf1d62016c95f5d0b047bf3873a1446b2a6f6
+size 13870
diff --git a/data/task_18-size_reasoning/babi-validation.parquet b/data/task_18-size_reasoning/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..082a51616f5f7e473307ae598860a7cea7f4650c
--- /dev/null
+++ b/data/task_18-size_reasoning/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35bd99acbc7c565eb3fca80e8fb81a816823d40d1a95a955ba4d8998fd777f95
+size 5080
diff --git a/data/task_19-path_finding/babi-test.parquet b/data/task_19-path_finding/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..2ca15a598b288a87fc483929466ef55735b8c57c
--- /dev/null
+++ b/data/task_19-path_finding/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:36628405b6628551f20a68895835e784982e1efffba9267d570c1299f93a4af8
+size 50019
diff --git a/data/task_19-path_finding/babi-train.parquet b/data/task_19-path_finding/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ed366ceee9ac7bd89b50da12c26f1375b864a841
--- /dev/null
+++ b/data/task_19-path_finding/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f33d0cba4a51b896a78fc48767103b2557c6524d2a1940ab8601c64003cc96d2
+size 45431
diff --git a/data/task_19-path_finding/babi-validation.parquet b/data/task_19-path_finding/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..110222188e4fb99f69322d6b879b2381efc4d1bd
--- /dev/null
+++ b/data/task_19-path_finding/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f74e0dff4374ead451fa819a9217f10f58725604b06d6b871b490866aeff98ab
+size 8518
diff --git a/data/task_2-two_supporting_facts/babi-test.parquet b/data/task_2-two_supporting_facts/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..346348be2bdf3fde140acaa950b8b39157180fd2
--- /dev/null
+++ b/data/task_2-two_supporting_facts/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0b2db5702de5d7a237df32293ef94c45dacd5636b6bd22cf23ffbaf66df2bf6a
+size 60232
diff --git a/data/task_2-two_supporting_facts/babi-train.parquet b/data/task_2-two_supporting_facts/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8bf37085af2d4b602af268c9737ed9631d5abfe5
--- /dev/null
+++ b/data/task_2-two_supporting_facts/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22583ef2dbd7db2aa838e57466f4686d6c891fe4b385950cb972718f2607ee36
+size 54266
diff --git a/data/task_2-two_supporting_facts/babi-validation.parquet b/data/task_2-two_supporting_facts/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..4242996cb135ff4dca558683ddc557aa36fc4692
--- /dev/null
+++ b/data/task_2-two_supporting_facts/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5b965ca94ed5d5852a5d8cd8b3878ee34584af9f20f6b1454f233c282d71406
+size 9390
diff --git a/data/task_20-agents_motivations/babi-test.parquet b/data/task_20-agents_motivations/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8fc2dca38b66e6651cb8c7afbc121bbc1cf74f44
--- /dev/null
+++ b/data/task_20-agents_motivations/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9983fa08c235e2c191ad810f5c411d1d3dae6d810aac7430804ee42ed0458572
+size 24098
diff --git a/data/task_20-agents_motivations/babi-train.parquet b/data/task_20-agents_motivations/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e6928bb009b4a3f9b529917b40116735508cf75b
--- /dev/null
+++ b/data/task_20-agents_motivations/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7acb69607261131afda5bb3c18d1fef98c2f2352ac503dac8d70cbb293a76b87
+size 22127
diff --git a/data/task_20-agents_motivations/babi-validation.parquet b/data/task_20-agents_motivations/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..d92686cbbfc8341818a56fc5769c8d1144b3129f
--- /dev/null
+++ b/data/task_20-agents_motivations/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac3f6b3c010f8cf31741c3f2d66539154184db0b6c66ae20c1424e37497c642f
+size 5462
diff --git a/data/task_3-three_supporting_facts/babi-test.parquet b/data/task_3-three_supporting_facts/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..50ac66027e391b0755ebc15679c57da638fc094b
--- /dev/null
+++ b/data/task_3-three_supporting_facts/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:764bb5af29c4d8d40bc8371b3602f77ab7f956abe31f3654770b6f5763690f10
+size 177248
diff --git a/data/task_3-three_supporting_facts/babi-train.parquet b/data/task_3-three_supporting_facts/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..f79e3fe279315fa144622ad29db82cb7f1650561
--- /dev/null
+++ b/data/task_3-three_supporting_facts/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7be9aff728fef6cb02e2424747c409caaba87ebf77e5949b25da5b84f4ccdded
+size 161171
diff --git a/data/task_3-three_supporting_facts/babi-validation.parquet b/data/task_3-three_supporting_facts/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3bf1a607f10a09e18b34bb901561785eba87d697
--- /dev/null
+++ b/data/task_3-three_supporting_facts/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1d92628766bbabe2fa0fe72020d4cfd1629eb2e37ec06828cf81e4df6567aed5
+size 30595
diff --git a/data/task_4-two_argument_relations/babi-test.parquet b/data/task_4-two_argument_relations/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..5398aed48e7a3f8a9b5764dff96c53453f7340e2
--- /dev/null
+++ b/data/task_4-two_argument_relations/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e92fc23cab823b5257a0422273a9456785e22ab7272d56aa5301201b21c0a0e2
+size 18863
diff --git a/data/task_4-two_argument_relations/babi-train.parquet b/data/task_4-two_argument_relations/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0cd52b69ea5530d6b04c8ec80af91551f25d23b2
--- /dev/null
+++ b/data/task_4-two_argument_relations/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6833cee2ffed74f8aa6fa31cb9862df8945fa302d7d1bde13964e67c4213e4b2
+size 17608
diff --git a/data/task_4-two_argument_relations/babi-validation.parquet b/data/task_4-two_argument_relations/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..8135231fc595b61138c71b56ab91918864af1ea9
--- /dev/null
+++ b/data/task_4-two_argument_relations/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:07560da421326dea999052a749ea3630df1e0deabc4d82c553bfbadfae0e6a4b
+size 5163
diff --git a/data/task_5-three_argument_relations/babi-test.parquet b/data/task_5-three_argument_relations/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..215ca3e6d6152fec36416931c77722bdf865f49e
--- /dev/null
+++ b/data/task_5-three_argument_relations/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fc35d21a5345be86d45d41aabc0cf6d9788ba794bbbb8819f52df69cc1ac3506
+size 74911
diff --git a/data/task_5-three_argument_relations/babi-train.parquet b/data/task_5-three_argument_relations/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ce26b2c9ef8f51c7227c66875498eb75c74e31e8
--- /dev/null
+++ b/data/task_5-three_argument_relations/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4c2f833b7ccec64b0e9975cf5df93063052e29298ba7d089b714f52e05e15093
+size 64494
diff --git a/data/task_5-three_argument_relations/babi-validation.parquet b/data/task_5-three_argument_relations/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..e211a8e271b482382fb19fb2b28ce8f055e60bd1
--- /dev/null
+++ b/data/task_5-three_argument_relations/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a995989a9e1dfc986d6415b3999c985ff5e3d63323b2bf5f0eac73b2b389165
+size 10308
diff --git a/data/task_6-yes_no_questions/babi-test.parquet b/data/task_6-yes_no_questions/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..370e50be6db0dca1a84b73a1302c15b3a60d6570
--- /dev/null
+++ b/data/task_6-yes_no_questions/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0f776c2ed185708b118164685b0b4390e87518902dd06126d2172bbc3948cc0a
+size 31357
diff --git a/data/task_6-yes_no_questions/babi-train.parquet b/data/task_6-yes_no_questions/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..bf0297c31431efd5605588520af04c67a3a372b8
--- /dev/null
+++ b/data/task_6-yes_no_questions/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:305711dc475c822ec6a7ccc3208973b07688b9fd40a365a1623ad6947d84c14c
+size 29013
diff --git a/data/task_6-yes_no_questions/babi-validation.parquet b/data/task_6-yes_no_questions/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..6d24cee8dc35c62f9879a519dce545fcc5207632
--- /dev/null
+++ b/data/task_6-yes_no_questions/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:22e64c620e7857a018d97a178f5e245b152197d7dc721b5489e6f9b38969f9a1
+size 6400
diff --git a/data/task_7-counting/babi-test.parquet b/data/task_7-counting/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..063c8c501b0c1929f7d9247065d728969e1f9d09
--- /dev/null
+++ b/data/task_7-counting/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd7506a3fdd6f535bf2bda698986dca40673bccf8ef44f1593b3fa5e0cae2623
+size 37407
diff --git a/data/task_7-counting/babi-train.parquet b/data/task_7-counting/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..727f0ea4e46b96b56540511281136bd2dd955c4e
--- /dev/null
+++ b/data/task_7-counting/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f6f12e80d7d067dd51369d06d0645167367187449e198a9e329a8d2fb286f26
+size 36791
diff --git a/data/task_7-counting/babi-validation.parquet b/data/task_7-counting/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..a885aca7f3c469f4ff3bd39a6ab320b73f52132f
--- /dev/null
+++ b/data/task_7-counting/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:77723166923838788974278fa97620b1043bd9d2a4ca022f834ad1843f7a84d3
+size 6905
diff --git a/data/task_8-lists_sets/babi-test.parquet b/data/task_8-lists_sets/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..b0f005ddab9603d3d9c6a045fc55ce3bfd3ac8a8
--- /dev/null
+++ b/data/task_8-lists_sets/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b5a33d416e237df892eebcef20a829b488b16a49f8c5614c4d43793c877cdf06
+size 38905
diff --git a/data/task_8-lists_sets/babi-train.parquet b/data/task_8-lists_sets/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..3ddfb120006d8ca4fb6a0e52b8434c7f4c0c3a10
--- /dev/null
+++ b/data/task_8-lists_sets/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8fdad9262e605412454ead5f3521ccaae54aa9b16b6a75a70260c38ce7b4e33d
+size 35525
diff --git a/data/task_8-lists_sets/babi-validation.parquet b/data/task_8-lists_sets/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..c4d52d921a3760964a0558dce1c5382cb1708206
--- /dev/null
+++ b/data/task_8-lists_sets/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f65a77f6250ddf4a817b5bb55847b1ccea7f88dc8ef6a28b1230f12dd1d45968
+size 6839
diff --git a/data/task_9-simple_negation/babi-test.parquet b/data/task_9-simple_negation/babi-test.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..0da7145a48a5828c46f98b578f93143b774a7297
--- /dev/null
+++ b/data/task_9-simple_negation/babi-test.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:71ae49da0052b13c1354f1f120edf86856a9edbbb633238fb1cdf88a367484e4
+size 30146
diff --git a/data/task_9-simple_negation/babi-train.parquet b/data/task_9-simple_negation/babi-train.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..88f166c1538dd3bc4999030b29073a2537bbfc6b
--- /dev/null
+++ b/data/task_9-simple_negation/babi-train.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9fa7870b6c7ddd1a3fd705d62420da05479b84ffe28396dde6c463b4bdd087d7
+size 27668
diff --git a/data/task_9-simple_negation/babi-validation.parquet b/data/task_9-simple_negation/babi-validation.parquet
new file mode 100644
index 0000000000000000000000000000000000000000..ff23857583e2446d6c924ecf90ebbca15fdb0f3f
--- /dev/null
+++ b/data/task_9-simple_negation/babi-validation.parquet
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1a92bb0b32b0cf31db4c4126ff62408bf2ff0ee388470401d6fbe74a9f6a749c
+size 6219