diff --git a/build_tools/android/post_benchmarks_as_pr_comment.py b/build_tools/android/post_benchmarks_as_pr_comment.py
index 61314eb..fc9aa1a 100755
--- a/build_tools/android/post_benchmarks_as_pr_comment.py
+++ b/build_tools/android/post_benchmarks_as_pr_comment.py
@@ -9,10 +9,12 @@
 This script is meant to be used by Buildkite for automation. It requires the
 following environment to be set:
 
+- BUILDKITE_BUILD_NUMBER: the build number of current Buildkite build.
 - BUILDKITE_BUILD_URL: the link to the current Buildkite build.
 - BUILDKITE_COMMIT: the pull request HEAD commit.
 - BUILDKITE_PULL_REQUEST: the current pull request number.
-- GITHUB_TOKEN: personal access token to authenticate against GitHub API.
+- GITHUB_TOKEN: personal access token to authenticate against GitHub API;
+    it should have "public_repo" and "gist" scope.
 
 if --query-base in toggled on, then it additionally requires:
 
@@ -36,14 +38,29 @@
 import requests
 import markdown_strings as md
 
-from typing import Any, Dict, Sequence, Tuple, Union
+from dataclasses import dataclass
+from typing import Any, Dict, Optional, Sequence, Tuple, Union
 
 from common.benchmark_description import BenchmarkResults, get_output
 
+GITHUB_GIST_API_PREFIX = "https://api.github.com/gists"
 GITHUB_IREE_API_PREFIX = "https://api.github.com/repos/google/iree"
+GITHUB_IREE_REPO_PREFIX = "https://github.com/google/iree"
+GITHUB_USER = "iree-github-actions-bot"
 IREE_PROJECT_ID = 'IREE'
+# The ratio below which benchmarks will be considered as similar with base.
+SIMILAR_BECNHMARK_THRESHOLD = 0.05
+# The max number of rows to show per table.
+TABLE_SIZE_CUT = 3
 THIS_DIRECTORY = os.path.dirname(os.path.realpath(__file__))
-RESULT_EMPHASIS_THRESHOLD = 0.05
+
+
+def get_required_env_var(var: str) -> str:
+  """Gets the value for a required environment variable."""
+  value = os.getenv(var, None)
+  if value is None:
+    raise RuntimeError(f'Missing environment variable "{var}"')
+  return value
 
 
 def get_git_commit_hash(commit: str, verbose: bool = False) -> str:
@@ -61,12 +78,13 @@
   return int(count)
 
 
-def get_required_env_var(var: str) -> str:
-  """Gets the value for a required environment variable."""
-  value = os.getenv(var, None)
-  if value is None:
-    raise RuntimeError(f'Missing environment variable "{var}"')
-  return value
+def get_origin_tree_top_commit(verbose: bool = False) -> str:
+  """Returns the top of the tree commit for the origin base branch."""
+  base_branch = get_required_env_var("BUILDKITE_PULL_REQUEST_BASE_BRANCH")
+  get_output(['git', 'fetch', '--prune', '--', 'origin', base_branch],
+             cwd=THIS_DIRECTORY,
+             verbose=verbose)
+  return get_git_commit_hash(f'origin/{base_branch}', verbose)
 
 
 def get_from_dashboard(url: str,
@@ -84,11 +102,24 @@
     raise requests.RequestException(
         f'Failed to get from dashboard server with status code {code}')
 
-  return response.json()
+  data = response.json()
+  if verbose:
+    print(f'Queried base benchmark data: {data}')
+  return data
+
+
+@dataclass
+class AggregateBenchmarkLatency:
+  """An object for describing aggregate latency numbers for a benchmark."""
+  mean_time: int
+  median_time: int
+  stddev_time: int
+  # The average latency time for the base commit to compare against.
+  base_mean_time: Optional[int] = None
 
 
 def aggregate_all_benchmarks(
-    benchmark_files: Sequence[str]) -> Sequence[Tuple[Union[str, int]]]:
+    benchmark_files: Sequence[str]) -> Dict[str, AggregateBenchmarkLatency]:
   """Aggregates all benchmarks in the given files.
 
   Args:
@@ -96,7 +127,7 @@
     BenchmarkResults.
 
   Returns:
-  - A list of (name, mean-latency, median-latency, stddev-latency) tuples.
+  - A dict of benchmark names to AggregateBenchmarkLatency numbers.
   """
 
   pr_commit = get_required_env_var("BUILDKITE_COMMIT")
@@ -123,9 +154,10 @@
       median_time = file_results.get_aggregate_time(benchmark_index, "median")
       stddev_time = file_results.get_aggregate_time(benchmark_index, "stddev")
 
-      aggregate_results[name] = (mean_time, median_time, stddev_time)
+      aggregate_results[name] = AggregateBenchmarkLatency(
+          mean_time, median_time, stddev_time)
 
-  return sorted([(k,) + v for k, v in aggregate_results.items()])
+  return aggregate_results
 
 
 def query_base_benchmark_results(commit,
@@ -138,68 +170,209 @@
   return get_from_dashboard(f'{url}/apis/getBuild', payload, verbose=verbose)
 
 
-def get_comparsion_against_base(pr_means: Sequence[int],
-                                base_means: Sequence[int]) -> Sequence[str]:
-  """Returns a tuple of strings comparsing mean latency numbers."""
-  comparisions = []
+def add_header_and_get_markdown_table(names: Tuple[str],
+                                      means: Tuple[Any],
+                                      medians: Tuple[int],
+                                      stddevs: Tuple[int],
+                                      size_cut: Optional[int] = None) -> str:
+  """Generates a markdown table with proper headers for benchmarks.
 
-  for pr, base in zip(pr_means, base_means):
-    if base is None:
-      comparisions.append(str(pr))
-      continue
-
-    diff = abs(pr - base) / base
-    if pr > base:
-      percent = "{:.2%}".format(diff)
-      direction = "↑"
-      if diff > RESULT_EMPHASIS_THRESHOLD:
-        direction += ", 🚩"
-    elif pr < base:
-      percent = "{:.2%}".format(diff)
-      direction = "↓"
-      if diff > RESULT_EMPHASIS_THRESHOLD:
-        direction += ", 🎉"
-    else:
-      percent = "{:.0%}".format(diff)
-      direction = ""
-
-    comparisions.append(f"{pr} (vs. {base}, {percent}{direction})")
-
-  return tuple(comparisions)
-
-
-def get_benchmark_result_markdown(benchmark_files: Sequence[str],
-                                  query_base: bool,
-                                  verbose: bool = False) -> str:
-  """Gets markdown summary of all benchmarks in the given files."""
-  all_benchmarks = aggregate_all_benchmarks(benchmark_files)
-  names, means, medians, stddevs = zip(*all_benchmarks)
-
-  build_url = get_required_env_var("BUILDKITE_BUILD_URL")
-  pr_commit = get_required_env_var("BUILDKITE_COMMIT")
-  if query_base:
-    base_branch = get_required_env_var("BUILDKITE_PULL_REQUEST_BASE_BRANCH")
-    commit = get_git_commit_hash(base_branch, verbose)
-    base_benchmarks = query_base_benchmark_results(commit, verbose)
-    base_means = [base_benchmarks.get(v) for v in names]
-    means = get_comparsion_against_base(means, base_means)
-    commit_info = f"@ commit {pr_commit} (vs. base {commit})"
-  else:
-    commit_info = f"@ commit {pr_commit}"
+  Args:
+  - size_cut: If not None, only show the top N results for each table.
+  """
+  total_size = len(names)
+  if size_cut is not None:
+    names = names[0:size_cut]
+    means = means[0:size_cut]
+    medians = medians[0:size_cut]
+    stddevs = stddevs[0:size_cut]
 
   names = ("Benchmark Name",) + names
   means = ("Average Latency (ms)",) + means
   medians = ("Median Latency (ms)",) + medians
   stddevs = ("Latency Standard Deviation (ms)",) + stddevs
 
-  header = md.header("Benchmark results", 3)
-  benchmark_table = md.table([names, means, medians, stddevs])
-  link = "See more details on " + md.link("Buildkite", build_url)
-
-  return "\n\n".join([header, commit_info, benchmark_table, link])
+  table_str = md.table([names, means, medians, stddevs])
+  if size_cut is not None and size_cut < total_size:
+    table_str += "\n\n"
+    table_str += md.italics(
+        f"[Top {size_cut} out of {total_size} benchmark results showed]")
+  return table_str
 
 
-def comment_on_pr(content):
+def sort_benchmarks_and_get_table(benchmarks: Dict[str,
+                                                   AggregateBenchmarkLatency],
+                                  size_cut: Optional[int] = None):
+  """Sorts all benchmarks according to the improvement/regression ratio and
+  returns a markdown table for it.
+
+  Args:
+  - size_cut: If not None, only show the top N results for each table.
+  """
+  sorted_benchmarks = []
+  for k, v in benchmarks.items():
+    ratio = abs(v.mean_time - v.base_mean_time) / v.base_mean_time
+    sorted_benchmarks.append((k, (v.mean_time, v.base_mean_time, ratio),
+                              v.median_time, v.stddev_time))
+  # Sort according to ratio in the reverse order.
+  sorted_benchmarks.sort(key=lambda benchmark: benchmark[1][2], reverse=True)
+
+  # Split each field into its own tuple in prepration for markdown table.
+  names, means, medians, stddevs = zip(*sorted_benchmarks)
+
+  # Turn the tuple about means into a string representation.
+  str_means = []
+  for pr, base, ratio in means:
+    direction = "↑" if pr > base else ("↓" if pr < base else "")
+    str_means.append(f"{pr} (vs. {base}, {ratio:.2%}{direction})")
+  str_means = tuple(str_means)
+
+  return add_header_and_get_markdown_table(names, str_means, medians, stddevs,
+                                           size_cut)
+
+
+def categorize_benchmarks_into_tables(benchmarks: Dict[
+    str, AggregateBenchmarkLatency],
+                                      similar_threshold: float,
+                                      size_cut: Optional[int] = None) -> str:
+  """Splits benchmarks into regressed/improved/similar/raw categories and
+  returns their markdown tables.
+
+    Args:
+    - similar_threshold: the threshold under which a benchmark will be
+        considered as similar to its base commit.
+    - size_cut: If not None, only show the top N results for each table.
+    """
+  regressed, improved, similar, raw = {}, {}, {}, {}
+
+  for name, results in benchmarks.items():
+    # If no informatio about the base result. Then we cannot analyze.
+    if results.base_mean_time is None:
+      raw[name] = results
+      continue
+
+    current = results.mean_time
+    base = results.base_mean_time
+    ratio = abs(current - base) / base
+    if ratio <= similar_threshold:
+      similar[name] = results
+    elif current > base:
+      regressed[name] = results
+    else:
+      improved[name] = results
+
+  tables = []
+  if regressed:
+    tables.append(md.header("Regressed Benchmarks 🚩", 3))
+    tables.append(sort_benchmarks_and_get_table(regressed, size_cut))
+  if improved:
+    tables.append(md.header("Improved Benchmarks 🎉", 3))
+    tables.append(sort_benchmarks_and_get_table(improved, size_cut))
+  # If we want to abbreviate, similar results won't be interesting.
+  if similar and size_cut is None:
+    tables.append(md.header("Similar Benchmarks", 3))
+    tables.append(sort_benchmarks_and_get_table(similar, size_cut))
+  if raw:
+    tables.append(md.header("Similar Benchmarks", 3))
+    raw_list = [
+        (k, v.mean_time, v.median_time, v.stddev_time) for k, v in raw.items()
+    ]
+    names, means, medians, stddevs = zip(*raw_list)
+    tables.append(
+        add_header_and_get_markdown_table(names=names,
+                                          means=means,
+                                          medians=medians,
+                                          stddevs=stddevs,
+                                          size_cut=size_cut))
+  return "\n\n".join(tables)
+
+
+def get_benchmark_result_markdown(benchmark_files: Sequence[str],
+                                  query_base: bool,
+                                  verbose: bool = False) -> Tuple[str, str]:
+  """Gets the full/abbreviated markdown summary of all benchmarks in files."""
+  all_benchmarks = aggregate_all_benchmarks(benchmark_files)
+
+  build_url = get_required_env_var("BUILDKITE_BUILD_URL")
+  pr_number = get_required_env_var("BUILDKITE_PULL_REQUEST")
+  pr_commit = get_required_env_var("BUILDKITE_COMMIT")
+  pr_commit = md.link(pr_commit,
+                      f"{GITHUB_IREE_REPO_PREFIX}/commit/{pr_commit}")
+  if query_base:
+    # Update the aggregate benchmarks with base numbers.
+    base_commit = get_origin_tree_top_commit(verbose)
+    base_benchmarks = query_base_benchmark_results(base_commit, verbose)
+    for bench in base_benchmarks:
+      if bench in all_benchmarks:
+        all_benchmarks[bench].base_mean_time = base_benchmarks[bench]
+    base_commit = md.link(base_commit,
+                          f"{GITHUB_IREE_REPO_PREFIX}/commit/{base_commit}")
+    commit_info = f"@ commit {pr_commit} (vs. base {base_commit})"
+  else:
+    commit_info = f"@ commit {pr_commit}"
+
+  pr_info = md.link("Pull request",
+                    f"{GITHUB_IREE_REPO_PREFIX}/pull/{pr_number}")
+  buildkite_info = md.link("Buildkite build", build_url)
+
+  # Compose the full benchmark tables.
+  full_table = [md.header("Full Benchmark Summary", 2)]
+  full_table.append(md.unordered_list([commit_info, pr_info, buildkite_info]))
+  full_table.append(
+      categorize_benchmarks_into_tables(all_benchmarks,
+                                        SIMILAR_BECNHMARK_THRESHOLD))
+
+  # Compose the abbreviated benchmark tables.
+  abbr_table = [md.header("Abbreviated Benchmark Summary", 2)]
+  abbr_table.append(commit_info)
+  abbr_table.append(
+      categorize_benchmarks_into_tables(all_benchmarks,
+                                        SIMILAR_BECNHMARK_THRESHOLD,
+                                        TABLE_SIZE_CUT))
+  abbr_table.append("For more information:")
+  # We don't know until a Gist is really created. Use a placeholder for now
+  # and replace later.
+  full_result_info = md.link("Full benchmark result tables",
+                             "<<placeholder-link>>")
+  abbr_table.append(md.unordered_list([full_result_info, buildkite_info]))
+
+  return "\n\n".join(full_table), "\n\n".join(abbr_table)
+
+
+def post_to_gist(filename: str, content: str, verbose: bool = False):
+  """Posts the given content to a new GitHub Gist and returns the URL to it."""
+  api_token = get_required_env_var('GITHUB_TOKEN')
+  headers = {
+      "Accept": "application/vnd.github.v3+json",
+      "Authorization": f"token {api_token}",
+  }
+  payload = json.dumps({
+      "public": True,
+      "files": {
+          filename: {
+              "content": content
+          }
+      }
+  })
+
+  api_endpoint = GITHUB_GIST_API_PREFIX
+  response = requests.post(api_endpoint, data=payload, headers=headers)
+  if response.status_code != 201:
+    raise requests.RequestException(
+        f"Failed to comment on GitHub; error code: {response.status_code}")
+
+  response = response.json()
+  if verbose:
+    print(response)
+
+  if response["truncated"]:
+    raise requests.RequestException(f"Content too large and gotten truncated")
+
+  gist_id = response["id"]
+  return f"https://gist.github.com/{GITHUB_USER}/{gist_id}"
+
+
+def comment_on_pr(content, verbose: bool = False):
   """Posts the given content as comments to the current pull request."""
   pr_number = get_required_env_var("BUILDKITE_PULL_REQUEST")
   # Buildkite sets this to "false" if not running on a PR:
@@ -254,14 +427,18 @@
 
 
 def main(args):
-  benchmarks_md = get_benchmark_result_markdown(args.benchmark_files,
-                                                query_base=args.query_base,
-                                                verbose=args.verbose)
+  full_md, abbr_md = get_benchmark_result_markdown(args.benchmark_files,
+                                                   query_base=args.query_base,
+                                                   verbose=args.verbose)
 
   if args.dry_run:
-    print(benchmarks_md)
+    print(full_md, "\n\n", abbr_md)
   else:
-    comment_on_pr(benchmarks_md)
+    build_number = get_required_env_var("BUILDKITE_BUILD_NUMBER")
+    filename = f"iree-full-benchmark-result-{build_number}.md"
+    gist_url = post_to_gist(filename, full_md, args.verbose)
+    abbr_md = abbr_md.replace("<<placeholder-link>>", gist_url)
+    comment_on_pr(abbr_md, args.verbose)
 
 
 if __name__ == "__main__":