The current instance_score.summary is not readable

[yoavkatz]

print("Instance Results:")
print(results.instance_scores.summary)

                                                                                                                                                                      text_a text_a_type  \
0                                                                                                                      The drain is clogged with hair. It has to be cleaned.     premise
1                                                                                                                       Jane knocked on Susan's door but she did not answer.     premise
2                                                                             Beth didn't get angry with Sally, who had cut her off, because she stopped and counted to ten.     premise
3  No one joins Facebook to be sad and lonely. But a new study from the University of Wisconsin psychologist George Lincoln argues that that's exactly how it makes us feel.     premise
4                                                                                                                     The man couldn't lift his son because he was so heavy.     premise

                                       text_b text_b_type                       classes type_of_relation           label  \
0                 The hair has to be cleaned.  hypothesis  [entailment, not entailment]       entailment      entailment
1                       Susan did not answer.  hypothesis  [entailment, not entailment]       entailment  not entailment
2           Sally stopped and counted to ten.  hypothesis  [entailment, not entailment]       entailment      entailment
3  That's exactly how Facebook makes us feel.  hypothesis  [entailment, not entailment]       entailment  not entailment
4                       The son was so heavy.  hypothesis  [entailment, not entailment]       entailment  not entailment



        source  \
0                                                                                                                                     [{'role': 'system', 'content': 'Given a premise and hypothesis cla
ssify the entailment of the hypothesis to one of entailment, not entailment.'}, {'role': 'user', 'content': 'premise: The drain is clogged with hair. It has to be cleaned.
hypothesis: The hair has to be cleaned.'}]
1                                                                                                                                            [{'role': 'system', 'content': 'Given a premise and hypothe
sis classify the entailment of the hypothesis to one of entailment, not entailment.'}, {'role': 'user', 'content': 'premise: Jane knocked on Susan's door but she did not answer.
hypothesis: Susan did not answer.'}]
2                                                                                      [{'role': 'system', 'content': 'Given a premise and hypothesis classify the entailment of the hypothesis to one o
f entailment, not entailment.'}, {'role': 'user', 'content': 'premise: Beth didn't get angry with Sally, who had cut her off, because she stopped and counted to ten.
hypothesis: Sally stopped and counted to ten.'}]
3  [{'role': 'system', 'content': 'Given a premise and hypothesis classify the entailment of the hypothesis to one of entailment, not entailment.'}, {'role': 'user', 'content': 'premise: No one joins
Facebook to be sad and lonely. But a new study from the University of Wisconsin psychologist George Lincoln argues that that's exactly how it makes us feel.
hypothesis: That's exactly how Facebook makes us feel.'}]
4                                                                                                                                          [{'role': 'system', 'content': 'Given a premise and hypothesi
s classify the entailment of the hypothesis to one of entailment, not entailment.'}, {'role': 'user', 'content': 'premise: The man couldn't lift his son because he was so heavy.
hypothesis: The son was so heavy.'}]

                                                  metrics                                                           postprocessors          target        references  \
0  [metrics.f1_micro, metrics.accuracy, metrics.f1_macro]  [processors.take_first_non_empty_line, processors.lower_case_till_punc]      entailment      [entailment]
1  [metrics.f1_micro, metrics.accuracy, metrics.f1_macro]  [processors.take_first_non_empty_line, processors.lower_case_till_punc]  not entailment  [not entailment]
2  [metrics.f1_micro, metrics.accuracy, metrics.f1_macro]  [processors.take_first_non_empty_line, processors.lower_case_till_punc]      entailment      [entailment]
3  [metrics.f1_micro, metrics.accuracy, metrics.f1_macro]  [processors.take_first_non_empty_line, processors.lower_case_till_punc]  not entailment  [not entailment]
4  [metrics.f1_micro, metrics.accuracy, metrics.f1_macro]  [processors.take_first_non_empty_line, processors.lower_case_till_punc]  not entailment  [not entailment]




                  prediction  \
0                                                                                                                              **Given Premise:** The drain is clogged with hair. It has to be cleaned.\
n\n**Given Hypothesis:** The hair has to be cleaned.\n\n**Classification of the Entailment**: Both the premise and the hypothesis are saying the same thing - that there is a need to clean the hair. Th
erefore, we can say that the hypothesis is an **entailment** of the premise. The hypothesis is a consequence or a necessary condition of the premise, and it is not plausible to hold the premise withou
t the hypothesis being true.
1
                                                                According to the logic:\n\nSince the premise states that Jane knocked on Susan's door, and the hypothesis further states that Susan did
not answer, we can conclude that the hypothesis ENTAILS the premise.\n\nReasoning: If Susan had answered, the premise would not have been true. So, the lack of answer from Susan supports the hypothesi
s that Susan did not answer.
2  The hypothesis "Sally stopped and counted to ten" entails the premise "Beth didn't get angry with Sally, who had cut her off, because she stopped and counted to ten." It's a mathematical certainty
that Beth didn't get angry because Sally's actions were not a cause of her anger.\n\nHere's why the entailment works:\n\n- If Sally stopped and counted to ten, then any other action (like cutting off
Beth) would not cause her to get angry.\n- Therefore, Beth did not get angry with Sally because she stopped and counted to ten.\n\nThis is an example of a categorical syllogism: **All A, because B.**
(All that part G was part H)
3
                                                                                    **Premise:** No one joins Facebook to be sad and lonely.\n\n**Hypothesis:** That's exactly how Facebook makes us fee
l.\n\nThis is an example of an **entailment**. The premise logically guarantees the presence of a particular outcome (being sad and lonely) for Facebook usage, making it a significant predictor for Fa
cebook users' mental states.
4

                                                                                                  The entailment is "not": The son was so heavy is an entailment of the premise. It contains the informa
tion that the son was heavy.

                                                                                      processed_prediction processed_references  f1_macro  f1_entailment score_name  score  accuracy  f1_micro  \
0                                                        **given premise:** the drain is clogged with hair         [entailment]         0              0   f1_micro      0         0         0
1                                                                                  according to the logic:     [not entailment]         0            NaN   f1_micro      0         0         0
2  the hypothesis "sally stopped and counted to ten" entails the premise "beth didn't get angry with sally         [entailment]         0              0   f1_micro      0         0         0
3                                                  **premise:** no one joins facebook to be sad and lonely     [not entailment]         0            NaN   f1_micro      0         0         0
4                            the entailment is "not": the son was so heavy is an entailment of the premise     [not entailment]         0            NaN   f1_micro      0         0         0

   f1_not entailment
0                NaN
1                  0
2                NaN
3                  0
4                  0

We should change it to be readable. E.g. show the source,references, prediction, processed_references,processed_predictions, score, score_name - maybe even in a line by line format because each of them is very long.