A Larger Deep Multi-Step Deductive Reasoning Dataset over Natural Language with Multi-Step Deductive Reasoning Instruction For OpenAI EVAL (openai#651)

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## Eval details 📑
### Eval name
[pararule-plus-multi-step-deductive-reasoning]

### Eval description

[We proposed a multi-step deductive reasoning instruction for the
[PARARULE-Plus dataset](https://github.com/Strong-AI-Lab/PARARULE-Plus),
which is a larger deep multi-step deductive reasoning dataset over
natural language. We also submitted the PARARULE-Plus into the
`Huggingface/Datasets`. Here is the
[link](https://huggingface.co/datasets/qbao775/PARARULE-Plus).
PARARULE-Plus dataset addresses the reasoning depth imbalance issue from
the RuleTaker dataset. The dataset specifically increases the dataset on
the deep reasoning depth, including depth=2, 3, 4, 5. In this pull
request, we submit a dataset that includes `2708`, `2694`, `2704`, and
`2692` questions for Depth=2, Depth=3, Depth=4, and Depth=5,
respectively. Furthermore, we evaluate ChatGPT, and it fails on this
dataset. Here is the [tweet
link](https://twitter.com/qiming_bao/status/1615510552088018944).

### What makes this a useful eval?

[Logical reasoning ability is a fascinating topic in the NLP community.
We hope to see if ChatGPT and GPT4 sheds more light on this topic.]

## Criteria for a good eval ✅

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we are seeking cases where the model does not do a good job despite
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- [x] Thematically consistent: The eval should be thematically
consistent. We'd like to see a number of prompts all demonstrating some
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or GPT-3.5-Turbo could not.
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### Unique eval value

> Insert what makes your eval high quality that was not mentioned above.
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### Eval JSON data 

Since we are using Git LFS, we are asking eval submitters to add in as
many Eval Samples (at least 5) from their contribution here:

<details>
  <summary>View evals in JSON</summary>

  ### Eval
  ```
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 2 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The lion is slow.
The lion is lazy. The wolf is strong. The wolf is fierce. The lion
chases the mouse. The wolf likes the dog. The mouse is smart. The dog is
smart. The dog is cute. The dog is small. If something is not smart then
it needs the mouse. If something needs the mouse then it is rough. If
something is not kind then it is strong. If something is not big then it
is furry. If something is cute then it is small. If something is small
and not awful then it is lovely. If something is strong and not kind
then it is heavy. If something is slow and lazy then it is awful. If
something is awful and not small then it is fierce. All furry animals
are beautiful. Question: The lion is heavy. \nAnswer: "}], "ideal":
"true", "id_string": "NegationRule-Animal-D2-11451"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 2 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The lion is slow.
The lion is lazy. The wolf is strong. The wolf is fierce. The lion
chases the mouse. The wolf likes the dog. The mouse is smart. The dog is
smart. The dog is cute. The dog is small. If something is not smart then
it needs the mouse. If something needs the mouse then it is rough. If
something is not kind then it is strong. If something is not big then it
is furry. If something is cute then it is small. If something is small
and not awful then it is lovely. If something is strong and not kind
then it is heavy. If something is slow and lazy then it is awful. If
something is awful and not small then it is fierce. All furry animals
are beautiful. Question: The lion is not heavy. \nAnswer: "}], "ideal":
"false", "id_string": "NegationRule-Animal-D2-11452"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 3 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The lion is slow.
The lion is sleepy. The tiger is fierce. The tiger is big. The lion
likes the dog. The tiger needs the mouse. The dog is smart. The mouse is
smart. The mouse is small. The mouse is cute. If something is not smart
then it sees the dog. If something sees the dog then it is lazy. If
something is not kind then it is fierce. If something is not horrible
then it is furry. If something is small then it is cute. If something is
cute and not strong then it is beautiful. If something is fierce and not
kind then it is awful. If something is slow and sleepy then it is
strong. If something is strong and not cute then it is big. If something
is furry then it is lovely. All lovely animals are round. All beautiful
animals are quiet. All awful animals are heavy. All big animals are
horrible. All lazy animals are rough. Question: The lion is rough.
\nAnswer: "}], "ideal": "true", "id_string":
"NegationRule-Animal-D3-10559"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 3 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The lion is slow.
The lion is sleepy. The tiger is fierce. The tiger is big. The lion
likes the dog. The tiger needs the mouse. The dog is smart. The mouse is
smart. The mouse is small. The mouse is cute. If something is not smart
then it sees the dog. If something sees the dog then it is lazy. If
something is not kind then it is fierce. If something is not horrible
then it is furry. If something is small then it is cute. If something is
cute and not strong then it is beautiful. If something is fierce and not
kind then it is awful. If something is slow and sleepy then it is
strong. If something is strong and not cute then it is big. If something
is furry then it is lovely. All lovely animals are round. All beautiful
animals are quiet. All awful animals are heavy. All big animals are
horrible. All lazy animals are rough. Question: The lion is not rough.
\nAnswer: "}], "ideal": "false", "id_string":
"NegationRule-Animal-D3-105510"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 4 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The snake is slow.
The snake is lazy. The snake is rough. The snake chases the mouse. The
crocodile sees the rabbit. The crocodile is fierce. The crocodile is
big. The mouse is smart. The mouse is quiet. The mouse is nice. The
rabbit is cute. The rabbit is small. The rabbit is adorable. Smart
animals are cute. If something is lazy then it attacks the mouse. If
something attacks the mouse then it is tired. If something is slow and
lazy then it is rough. If something is cute and small then it is
beautiful. If something is fierce and big then it is heavy. If something
is rough then it is dull. If something is dull then it is sleepy. All
sleepy animals are big. If something is cute then it is small. If
something is small then it is adorable. If something is adorable then it
is nice. All adorable animals are kind. If something is heavy then it is
awful. All awful animals are obese. All obese animals are lazy. If
something is beautiful then it is lovely. All lovely animals are furry.
All furry animals are slow. If something is tired then it is strong. All
strong animals are reckless. Question: The rabbit is not slow. \nAnswer:
"}], "ideal": "false", "id_string": "NonNegationRule-Animal-D4-25898"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 4 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The snake is slow.
The snake is lazy. The snake is rough. The snake chases the mouse. The
crocodile sees the rabbit. The crocodile is fierce. The crocodile is
big. The mouse is smart. The mouse is quiet. The mouse is nice. The
rabbit is cute. The rabbit is small. The rabbit is adorable. Smart
animals are cute. If something is lazy then it attacks the mouse. If
something attacks the mouse then it is tired. If something is slow and
lazy then it is rough. If something is cute and small then it is
beautiful. If something is fierce and big then it is heavy. If something
is rough then it is dull. If something is dull then it is sleepy. All
sleepy animals are big. If something is cute then it is small. If
something is small then it is adorable. If something is adorable then it
is nice. All adorable animals are kind. If something is heavy then it is
awful. All awful animals are obese. All obese animals are lazy. If
something is beautiful then it is lovely. All lovely animals are furry.
All furry animals are slow. If something is tired then it is strong. All
strong animals are reckless. Question: The snake is reckless. \nAnswer:
"}], "ideal": "true", "id_string": "NonNegationRule-Animal-D4-25899"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 5 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The snake is dull.
The snake is slow. The bald eagle is awful. The bald eagle is powerful.
The snake attacks the rabbit. The bald eagle likes the squirrel. The
rabbit is quiet. The squirrel is quiet. The squirrel is beautiful. The
squirrel is cute. If something is not quiet then it visits the rabbit.
If something visits the rabbit then it is rough. If something is not
kind then it is awful. If something is not fierce then it is furry. If
something is beautiful then it is cute. If something is cute and not
angry then it is small. If something is awful and not kind then it is
horrible. If something is dull and slow then it is angry. If something
is angry and not cute then it is powerful. If something is furry then it
is lovely. If something is lovely then it is clever. If something is
clever then it is kind. All kind animals are smart. All small animals
are round. If something is round then it is nice. All nice animals are
funny. If something is horrible then it is heavy. If something is heavy
then it is tired. All tired animals are reckless. If something is
powerful then it is fierce. If something is fierce then it is lazy. All
lazy animals are boring. All rough animals are sleepy. If something is
sleepy then it is strong. All strong animals are big. Question: The
snake is big. \nAnswer: "}], "ideal": "true", "id_string":
"NegationRule-Animal-D5-23709"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 5 rules to answer the
question."}, {"role": "user", "content": "\nPassage: The snake is dull.
The snake is slow. The bald eagle is awful. The bald eagle is powerful.
The snake attacks the rabbit. The bald eagle likes the squirrel. The
rabbit is quiet. The squirrel is quiet. The squirrel is beautiful. The
squirrel is cute. If something is not quiet then it visits the rabbit.
If something visits the rabbit then it is rough. If something is not
kind then it is awful. If something is not fierce then it is furry. If
something is beautiful then it is cute. If something is cute and not
angry then it is small. If something is awful and not kind then it is
horrible. If something is dull and slow then it is angry. If something
is angry and not cute then it is powerful. If something is furry then it
is lovely. If something is lovely then it is clever. If something is
clever then it is kind. All kind animals are smart. All small animals
are round. If something is round then it is nice. All nice animals are
funny. If something is horrible then it is heavy. If something is heavy
then it is tired. All tired animals are reckless. If something is
powerful then it is fierce. If something is fierce then it is lazy. All
lazy animals are boring. All rough animals are sleepy. If something is
sleepy then it is strong. All strong animals are big. Question: The
snake is not big. \nAnswer: "}], "ideal": "false", "id_string":
"NegationRule-Animal-D5-237010"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 5 rules to answer the
question."}, {"role": "user", "content": "\nPassage: Harry is huge.
Harry is strong. Erin is small. Erin is tiny. Alan is nice. Anne is sad.
Anne is poor. If someone is not big then they are sad. If someone is not
bad then they are kind. If someone is nice then they are smart. If
someone is smart and not rough then they are clever. If someone is sad
and not big then they are dull. If someone is dull then they are little.
If someone is little then they are thin. All thin people are bad. If
someone is small and tiny then they are rough. If someone is rough and
not smart then they are poor. If someone is poor then they are fashion.
If someone is fashion then they are energetic. If someone is energetic
then they are young. If someone is kind then they are wealthy. If
someone is wealthy then they are quiet. If someone is quiet then they
are smart. All smart people are wealthy. If someone is clever then they
are famous. If someone is famous then they are old. All old people are
experienced. Question: Harry is bad. \nAnswer: "}], "ideal": "true",
"id_string": "NegationRule-D5-22331"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 5 rules to answer the
question."}, {"role": "user", "content": "\nPassage: Harry is huge.
Harry is strong. Erin is small. Erin is tiny. Alan is nice. Anne is sad.
Anne is poor. If someone is not big then they are sad. If someone is not
bad then they are kind. If someone is nice then they are smart. If
someone is smart and not rough then they are clever. If someone is sad
and not big then they are dull. If someone is dull then they are little.
If someone is little then they are thin. All thin people are bad. If
someone is small and tiny then they are rough. If someone is rough and
not smart then they are poor. If someone is poor then they are fashion.
If someone is fashion then they are energetic. If someone is energetic
then they are young. If someone is kind then they are wealthy. If
someone is wealthy then they are quiet. If someone is quiet then they
are smart. All smart people are wealthy. If someone is clever then they
are famous. If someone is famous then they are old. All old people are
experienced. Question: Harry is not bad. \nAnswer: "}], "ideal":
"false", "id_string": "NegationRule-D5-22332"}
{"input": [{"role": "system", "content": "Instructions: You will be
presented with a passage and a question about that passage. You need to
answer true or false to the question. Read the question thoroughly and
answer true or false. Read the passage thoroughly to ensure you know
what the passage entails and you need to use 5 rules to answer the
question."}, {"role": "user", "content": "\nPassage: Harry is huge.
Harry is strong. Erin is small. Erin is tiny. Alan is nice. Anne is sad.
Anne is poor. If someone is not big then they are sad. If someone is not
bad then they are kind. If someone is nice then they are smart. If
someone is smart and not rough then they are clever. If someone is sad
and not big then they are dull. If someone is dull then they are little.
If someone is little then they are thin. All thin people are bad. If
someone is small and tiny then they are rough. If someone is rough and
not smart then they are poor. If someone is poor then they are fashion.
If someone is fashion then they are energetic. If someone is energetic
then they are young. If someone is kind then they are wealthy. If
someone is wealthy then they are quiet. If someone is quiet then they
are smart. All smart people are wealthy. If someone is clever then they
are famous. If someone is famous then they are old. All old people are
experienced. Question: Anne is wealthy. \nAnswer: "}], "ideal": "true",
"id_string": "NegationRule-D5-22333"}
  ```
</details>

---------

Co-authored-by: qiming bao <[email protected]>
Co-authored-by: Jorge <[email protected]>

Author: 3 people

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evals/registry/evals/pararule-plus-multi-step-deductive-reasoning.yaml

@@ -0,0 +1,8 @@
+pararule-plus-multi-step-deductive-reasoning:
+  id: pararule-plus-multi-step-deductive-reasoning.dev.v0
+  description: multi-step deductive reasoning instruction for the PARARULE-Plus dataset
+  metrics: [accuracy]
+pararule-plus-multi-step-deductive-reasoning.dev.v0:
+  class: evals.elsuite.basic.fuzzy_match:FuzzyMatch
+  args:
+    samples_jsonl: pararule-plus-multi-step-deductive-reasoning/pararule-plus-multi-step-deductive-reasoning.jsonl