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--- |
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license: mit |
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--- |
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# Dataset Release: Indirect Object Identification |
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`mecha_ioi` is a pair of datasets tailored for the Indirect Object Identification task, where sentences are generated from the following set of templates: |
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- BABA |
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``` |
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baba_templates = [ |
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"Then, {B} and {A} went to the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Then, {B} and {A} had a lot of fun at the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Then, {B} and {A} were working at the {PLACE}. {B} decided to give a {OBJECT} to {A}", |
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"Then, {B} and {A} were thinking about going to the {PLACE}. {B} wanted to give a {OBJECT} to {A}", |
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"Then, {B} and {A} had a long argument, and afterwards {B} said to {A}", |
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"After {B} and {A} went to the {PLACE}, {B} gave a {OBJECT} to {A}", |
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"When {B} and {A} got a {OBJECT} at the {PLACE}, {B} decided to give it to {A}", |
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"When {B} and {A} got a {OBJECT} at the {PLACE}, {B} decided to give the {OBJECT} to {A}", |
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"While {B} and {A} were working at the {PLACE}, {B} gave a {OBJECT} to {A}", |
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"While {B} and {A} were commuting to the {PLACE}, {B} gave a {OBJECT} to {A}", |
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"After the lunch, {B} and {A} went to the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Afterwards, {B} and {A} went to the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Then, {B} and {A} had a long argument. Afterwards {B} said to {A}", |
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"The {PLACE} {B} and {A} went to had a {OBJECT}. {B} gave it to {A}", |
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"Friends {B} and {A} found a {OBJECT} at the {PLACE}. {B} gave it to {A}", |
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] |
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``` |
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- ABBA |
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``` |
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abba_templates = [ |
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"Then, {A} and {B} went to the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Then, {A} and {B} had a lot of fun at the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Then, {A} and {B} were working at the {PLACE}. {B} decided to give a {OBJECT} to {A}", |
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"Then, {A} and {B} were thinking about going to the {PLACE}. {B} wanted to give a {OBJECT} to {A}", |
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"Then, {A} and {B} had a long argument, and afterwards {B} said to {A}", |
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"After {A} and {B} went to the {PLACE}, {B} gave a {OBJECT} to {A}", |
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"When {A} and {B} got a {OBJECT} at the {PLACE}, {B} decided to give it to {A}", |
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"When {A} and {B} got a {OBJECT} at the {PLACE}, {B} decided to give the {OBJECT} to {A}", |
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"While {A} and {B} were working at the {PLACE}, {B} gave a {OBJECT} to {A}", |
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"While {A} and {B} were commuting to the {PLACE}, {B} gave a {OBJECT} to {A}", |
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"After the lunch, {A} and {B} went to the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Afterwards, {A} and {B} went to the {PLACE}. {B} gave a {OBJECT} to {A}", |
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"Then, {A} and {B} had a long argument. Afterwards {B} said to {A}", |
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"The {PLACE} {A} and {B} went to had a {OBJECT}. {B} gave it to {A}", |
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"Friends {A} and {B} found a {OBJECT} at the {PLACE}. {B} gave it to {A}", |
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] |
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``` |
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The purpose of this dataset is to facilitate interpretability research, inspired by the paper |
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_Interpretability in the Wild: a Circuit for Indirect Object Identification in GPT-2 small_, from Redwood Research. We are not affiliated with Redwood Research, |
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and release this dataset to contribute to the collective research effort behind understanding how Transformer language models perform this task. |
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### BibTex |
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``` |
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@misc {fahamu_2022, |
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author = { {Brian Muhia} }, |
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title = { ioi (Revision 223da8b) }, |
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year = 2022, |
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url = { https://huggingface.co./datasets/fahamu/ioi }, |
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doi = { 10.57967/hf/0142 }, |
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publisher = { Hugging Face } |
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} |
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``` |